├── .coveragerc ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.yml │ ├── config.yml │ └── feature_request.yml └── workflows │ ├── add-3plicense-warning.yml │ ├── codeql.yml │ ├── create-more-space │ └── action.yml │ ├── publish-to-pypi.yml │ ├── publish-to-readthedocs.yml │ ├── run-forecast-explainer-tests.yml │ ├── run-forecast-unit-tests.yml │ ├── run-operators-unit-tests.yml │ ├── run-unittests-default_setup.yml │ ├── run-unittests-py310-py311.yml │ ├── run-unittests-py39-cov-report.yml │ ├── set-dummy-conf │ └── action.yml │ └── test-env-setup │ └── action.yml ├── .gitignore ├── .gitleaks.toml ├── .pre-commit-config.yaml ├── .readthedocs.yaml ├── CODEOWNERS ├── CONTRIBUTING.md ├── LICENSE.txt ├── MANIFEST.in ├── Makefile ├── README-development.md ├── README.md ├── SECURITY.md ├── THIRD_PARTY_LICENSES.txt ├── ads ├── __init__.py ├── aqua │ ├── __init__.py │ ├── app.py │ ├── cli.py │ ├── client │ │ ├── __init__.py │ │ ├── client.py │ │ └── openai_client.py │ ├── common │ │ ├── __init__.py │ │ ├── decorator.py │ │ ├── entities.py │ │ ├── enums.py │ │ ├── errors.py │ │ └── utils.py │ ├── config │ │ ├── __init__.py │ │ ├── container_config.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ └── evaluation_service_config.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── serializer.py │ ├── constants.py │ ├── data.py │ ├── dummy_data │ │ ├── icon.txt │ │ ├── oci_model_deployments.json │ │ ├── oci_models.json │ │ └── readme.md │ ├── evaluation │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── entities.py │ │ ├── errors.py │ │ └── evaluation.py │ ├── extension │ │ ├── __init__.py │ │ ├── aqua_ws_msg_handler.py │ │ ├── base_handler.py │ │ ├── common_handler.py │ │ ├── common_ws_msg_handler.py │ │ ├── deployment_handler.py │ │ ├── deployment_ws_msg_handler.py │ │ ├── errors.py │ │ ├── evaluation_handler.py │ │ ├── evaluation_ws_msg_handler.py │ │ ├── finetune_handler.py │ │ ├── model_handler.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ └── ws_models.py │ │ ├── models_ws_msg_handler.py │ │ ├── ui_handler.py │ │ ├── ui_websocket_handler.py │ │ └── utils.py │ ├── finetuning │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── entities.py │ │ └── finetuning.py │ ├── model │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── entities.py │ │ ├── enums.py │ │ ├── model.py │ │ └── utils.py │ ├── modeldeployment │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── deployment.py │ │ ├── entities.py │ │ └── utils.py │ ├── resources │ │ └── gpu_shapes_index.json │ ├── server │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── app.py │ │ └── aqua_spec.yml │ ├── training │ │ ├── __init__.py │ │ └── exceptions.py │ └── ui.py ├── automl │ ├── __init__.py │ ├── driver.py │ └── provider.py ├── bds │ ├── __init__.py │ ├── auth.py │ └── big_data_service.py ├── catalog │ ├── __init__.py │ ├── model.py │ ├── notebook.py │ ├── project.py │ └── summary.py ├── cli.py ├── common │ ├── __init__.py │ ├── analyzer.py │ ├── artifact │ │ ├── .model-ignore │ │ └── __init__.py │ ├── auth.py │ ├── card_identifier.py │ ├── config.py │ ├── data.py │ ├── decorator │ │ ├── __init__.py │ │ ├── argument_to_case.py │ │ ├── deprecate.py │ │ ├── require_nonempty_arg.py │ │ ├── runtime_dependency.py │ │ ├── threaded.py │ │ └── utils.py │ ├── dsc_file_system.py │ ├── error.py │ ├── extended_enum.py │ ├── function │ │ ├── __init__.py │ │ ├── fn_util.py │ │ └── func_conf.yaml │ ├── ipython.py │ ├── model.py │ ├── model_artifact.py │ ├── model_artifact_schema.json │ ├── model_export_util.py │ ├── model_metadata.py │ ├── object_storage_details.py │ ├── oci_client.py │ ├── oci_datascience.py │ ├── oci_logging.py │ ├── oci_mixin.py │ ├── oci_resource.py │ ├── serializer.py │ ├── utils.py │ ├── word_lists.py │ └── work_request.py ├── config.py ├── data_labeling │ ├── __init__.py │ ├── boundingbox.py │ ├── constants.py │ ├── data_labeling_service.py │ ├── interface │ │ ├── __init__.py │ │ ├── loader.py │ │ ├── parser.py │ │ └── reader.py │ ├── loader │ │ ├── __init__.py │ │ └── file_loader.py │ ├── metadata.py │ ├── mixin │ │ ├── __init__.py │ │ └── data_labeling.py │ ├── ner.py │ ├── parser │ │ ├── __init__.py │ │ ├── dls_record_parser.py │ │ ├── export_metadata_parser.py │ │ └── export_record_parser.py │ ├── reader │ │ ├── __init__.py │ │ ├── dataset_reader.py │ │ ├── dls_record_reader.py │ │ ├── export_record_reader.py │ │ ├── jsonl_reader.py │ │ ├── metadata_reader.py │ │ └── record_reader.py │ ├── record.py │ └── visualizer │ │ ├── __init__.py │ │ ├── image_visualizer.py │ │ └── text_visualizer.py ├── database │ ├── __init__.py │ └── connection.py ├── dataset │ ├── __init__.py │ ├── capabilities.md │ ├── classification_dataset.py │ ├── correlation.py │ ├── correlation_plot.py │ ├── dask_series.py │ ├── dataframe_transformer.py │ ├── dataset.py │ ├── dataset_browser.py │ ├── dataset_with_target.py │ ├── exception.py │ ├── factory.py │ ├── feature_engineering_transformer.py │ ├── feature_selection.py │ ├── forecasting_dataset.py │ ├── helper.py │ ├── label_encoder.py │ ├── mixin │ │ ├── __init__.py │ │ └── dataset_accessor.py │ ├── pipeline.py │ ├── plot.py │ ├── progress.py │ ├── recommendation.py │ ├── recommendation_transformer.py │ ├── regression_dataset.py │ ├── sampled_dataset.py │ ├── target.py │ └── timeseries.py ├── dbmixin │ ├── __init__.py │ └── db_pandas_accessor.py ├── environment │ ├── __init__.py │ └── ml_runtime.py ├── evaluations │ ├── README.md │ ├── __init__.py │ ├── evaluation_plot.py │ ├── evaluator.py │ └── statistical_metrics.py ├── experiments │ ├── __init__.py │ └── capabilities.md ├── explanations │ ├── __init__.py │ ├── base_explainer.py │ ├── capabilities.md │ ├── explainer.py │ ├── mlx_global_explainer.py │ ├── mlx_interface.py │ ├── mlx_local_explainer.py │ └── mlx_whatif_explainer.py ├── feature_engineering │ ├── __init__.py │ ├── accessor │ │ ├── __init__.py │ │ ├── dataframe_accessor.py │ │ ├── mixin │ │ │ ├── __init__.py │ │ │ ├── correlation.py │ │ │ ├── eda_mixin.py │ │ │ ├── eda_mixin_series.py │ │ │ ├── feature_types_mixin.py │ │ │ └── utils.py │ │ └── series_accessor.py │ ├── adsimage │ │ ├── __init__.py │ │ ├── image.py │ │ ├── image_reader.py │ │ └── interface │ │ │ ├── __init__.py │ │ │ └── reader.py │ ├── adsstring │ │ ├── __init__.py │ │ ├── oci_language │ │ │ └── __init__.py │ │ └── string │ │ │ └── __init__.py │ ├── data_schema.json │ ├── dataset │ │ ├── __init__.py │ │ └── zip_code_data.py │ ├── exceptions.py │ ├── feature_type │ │ ├── __init__.py │ │ ├── address.py │ │ ├── adsstring │ │ │ ├── __init__.py │ │ │ ├── common_regex_mixin.py │ │ │ ├── oci_language.py │ │ │ ├── parsers │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── nltk_parser.py │ │ │ │ └── spacy_parser.py │ │ │ └── string.py │ │ ├── base.py │ │ ├── boolean.py │ │ ├── category.py │ │ ├── constant.py │ │ ├── continuous.py │ │ ├── creditcard.py │ │ ├── datetime.py │ │ ├── discrete.py │ │ ├── document.py │ │ ├── gis.py │ │ ├── handler │ │ │ ├── __init__.py │ │ │ ├── feature_validator.py │ │ │ ├── feature_warning.py │ │ │ └── warnings.py │ │ ├── integer.py │ │ ├── ip_address.py │ │ ├── ip_address_v4.py │ │ ├── ip_address_v6.py │ │ ├── lat_long.py │ │ ├── object.py │ │ ├── ordinal.py │ │ ├── phone_number.py │ │ ├── string.py │ │ ├── text.py │ │ ├── unknown.py │ │ └── zip_code.py │ ├── feature_type_manager.py │ ├── schema.py │ └── utils.py ├── feature_store │ ├── .readthedocs.yaml │ ├── README.md │ ├── __init__.py │ ├── common │ │ ├── __init__.py │ │ ├── enums.py │ │ ├── exceptions.py │ │ ├── spark_session_singleton.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── base64_encoder_decoder.py │ │ │ ├── feature_schema_mapper.py │ │ │ ├── transformation_utils.py │ │ │ └── utility.py │ ├── data_validation │ │ ├── __init__.py │ │ └── great_expectation.py │ ├── dataset.py │ ├── dataset_job.py │ ├── docs │ │ ├── Dockerfile │ │ ├── Makefile │ │ ├── conf.py │ │ ├── requirements.txt │ │ └── source │ │ │ ├── ads.feature_store.query.rst │ │ │ ├── cicd.rst │ │ │ ├── conf.py │ │ │ ├── data_versioning.rst │ │ │ ├── dataset.rst │ │ │ ├── dataset_job.rst │ │ │ ├── demo.rst │ │ │ ├── entity.rst │ │ │ ├── feature_group.rst │ │ │ ├── feature_group_job.rst │ │ │ ├── feature_store.rst │ │ │ ├── feature_store_class.rst │ │ │ ├── feature_validation.rst │ │ │ ├── figures │ │ │ ├── cicd.png │ │ │ ├── data_validation.png │ │ │ ├── data_versioning.png │ │ │ ├── dataset.gif │ │ │ ├── dataset.png │ │ │ ├── dataset_lineage.png │ │ │ ├── dataset_statistics.png │ │ │ ├── dataset_statistics_viz.png │ │ │ ├── dataset_validation_results.png │ │ │ ├── dataset_validation_summary.png │ │ │ ├── drift_monitoring.png │ │ │ ├── entity.png │ │ │ ├── feature_group.png │ │ │ ├── feature_group_lineage.png │ │ │ ├── feature_group_statistics_viz.png │ │ │ ├── feature_store_deployment.png │ │ │ ├── feature_store_overview.png │ │ │ ├── featuregroup.gif │ │ │ ├── lineage_d1.png │ │ │ ├── lineage_d2.png │ │ │ ├── lineage_fg.png │ │ │ ├── logo-dark-mode.png │ │ │ ├── logo-light-mode.png │ │ │ ├── overview.png │ │ │ ├── resource_manager.png │ │ │ ├── resource_manager_feature_store_stack.png │ │ │ ├── resource_manager_home.png │ │ │ ├── stats_1.png │ │ │ ├── stats_2.png │ │ │ ├── stats_d.png │ │ │ ├── stats_fg.png │ │ │ ├── transformation.png │ │ │ ├── transformations.gif │ │ │ ├── validation.png │ │ │ ├── validation_fg.png │ │ │ ├── validation_results.png │ │ │ └── validation_summary.png │ │ │ ├── index.rst │ │ │ ├── module.rst │ │ │ ├── notebook.rst │ │ │ ├── overview.rst │ │ │ ├── quickstart.rst │ │ │ ├── release_notes.rst │ │ │ ├── setup_feature_store.rst │ │ │ ├── statistics.rst │ │ │ ├── transformation.rst │ │ │ ├── ui.rst │ │ │ ├── user_guides.setup.feature_store_operator.rst │ │ │ ├── user_guides.setup.helm_chart.rst │ │ │ └── user_guides.setup.terraform.rst │ ├── entity.py │ ├── execution_strategy │ │ ├── __init__.py │ │ ├── delta_lake │ │ │ ├── __init__.py │ │ │ └── delta_lake_service.py │ │ ├── engine │ │ │ ├── __init__.py │ │ │ └── spark_engine.py │ │ ├── execution_strategy.py │ │ ├── execution_strategy_provider.py │ │ └── spark │ │ │ ├── __init__.py │ │ │ └── spark_execution.py │ ├── feature.py │ ├── feature_group.py │ ├── feature_group_expectation.py │ ├── feature_group_job.py │ ├── feature_lineage │ │ ├── __init__.py │ │ └── graphviz_service.py │ ├── feature_option_details.py │ ├── feature_statistics │ │ ├── __init__.py │ │ └── statistics_service.py │ ├── feature_store.py │ ├── feature_store_registrar.py │ ├── input_feature_detail.py │ ├── mixin │ │ ├── __init__.py │ │ └── oci_feature_store.py │ ├── model_details.py │ ├── query │ │ ├── __init__.py │ │ ├── filter.py │ │ ├── generator │ │ │ ├── __init__.py │ │ │ └── query_generator.py │ │ ├── join.py │ │ ├── query.py │ │ └── validator │ │ │ ├── __init__.py │ │ │ └── query_validator.py │ ├── response │ │ ├── __init__.py │ │ └── response_builder.py │ ├── service │ │ ├── __init__.py │ │ ├── oci_dataset.py │ │ ├── oci_dataset_job.py │ │ ├── oci_entity.py │ │ ├── oci_feature_group.py │ │ ├── oci_feature_group_job.py │ │ ├── oci_feature_store.py │ │ ├── oci_lineage.py │ │ └── oci_transformation.py │ ├── statistics │ │ ├── __init__.py │ │ ├── abs_feature_value.py │ │ ├── charts │ │ │ ├── __init__.py │ │ │ ├── abstract_feature_plot.py │ │ │ ├── box_plot.py │ │ │ ├── frequency_distribution.py │ │ │ ├── probability_distribution.py │ │ │ └── top_k_frequent_elements.py │ │ ├── feature_stat.py │ │ ├── generic_feature_value.py │ │ └── statistics.py │ ├── statistics_config.py │ ├── templates │ │ └── feature_store_template.yaml │ ├── transformation.py │ └── validation_output.py ├── hpo │ ├── __init__.py │ ├── _imports.py │ ├── ads_search_space.py │ ├── distributions.py │ ├── objective.py │ ├── search_cv.py │ ├── stopping_criterion.py │ ├── tuner_artifact.py │ ├── utils.py │ ├── validation.py │ └── visualization │ │ ├── __init__.py │ │ ├── _contour.py │ │ ├── _edf.py │ │ ├── _intermediate_values.py │ │ ├── _optimization_history.py │ │ ├── _parallel_coordinate.py │ │ └── _param_importances.py ├── jobs │ ├── __init__.py │ ├── ads_job.py │ ├── builders │ │ ├── __init__.py │ │ ├── base.py │ │ ├── infrastructure │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── dataflow.py │ │ │ ├── dsc_job.py │ │ │ ├── dsc_job_runtime.py │ │ │ └── utils.py │ │ └── runtimes │ │ │ ├── __init__.py │ │ │ ├── artifact.py │ │ │ ├── base.py │ │ │ ├── container_runtime.py │ │ │ ├── python_runtime.py │ │ │ └── pytorch_runtime.py │ ├── cli.py │ ├── env_var_parser.py │ ├── extension.py │ ├── schema │ │ ├── __init__.py │ │ ├── infrastructure_schema.json │ │ ├── job_schema.json │ │ ├── runtime_schema.json │ │ └── validator.py │ ├── serializer.py │ ├── templates │ │ ├── __init__.py │ │ ├── container.py │ │ ├── driver_notebook.py │ │ ├── driver_oci.py │ │ ├── driver_python.py │ │ ├── driver_pytorch.py │ │ ├── driver_utils.py │ │ ├── hostname_from_env.c │ │ └── oci_metrics.py │ └── utils.py ├── llm │ ├── __init__.py │ ├── autogen │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── reports │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── data.py │ │ │ ├── session.py │ │ │ ├── templates │ │ │ │ ├── chat_box.html │ │ │ │ ├── chat_box_lt.html │ │ │ │ └── chat_box_rt.html │ │ │ └── utils.py │ │ └── v02 │ │ │ ├── __init__.py │ │ │ ├── client.py │ │ │ ├── log_handlers │ │ │ ├── __init__.py │ │ │ └── oci_file_handler.py │ │ │ ├── loggers │ │ │ ├── __init__.py │ │ │ ├── metric_logger.py │ │ │ ├── session_logger.py │ │ │ └── utils.py │ │ │ └── runtime_logging.py │ ├── chain.py │ ├── chat_template.py │ ├── deploy.py │ ├── guardrails │ │ ├── __init__.py │ │ ├── base.py │ │ └── huggingface.py │ ├── langchain │ │ ├── __init__.py │ │ └── plugins │ │ │ ├── __init__.py │ │ │ ├── chat_models │ │ │ ├── __init__.py │ │ │ └── oci_data_science.py │ │ │ ├── embeddings │ │ │ ├── __init__.py │ │ │ └── oci_data_science_model_deployment_endpoint.py │ │ │ └── llms │ │ │ ├── __init__.py │ │ │ └── oci_data_science_model_deployment_endpoint.py │ ├── requirements.txt │ ├── serialize.py │ ├── serializers │ │ ├── __init__.py │ │ ├── retrieval_qa.py │ │ └── runnable_parallel.py │ └── templates │ │ ├── score_chain.jinja2 │ │ ├── tool_chat_template_hermes.jinja │ │ └── tool_chat_template_mistral_parallel.jinja ├── model │ ├── __init__.py │ ├── artifact.py │ ├── artifact_downloader.py │ ├── artifact_uploader.py │ ├── base_properties.py │ ├── common │ │ ├── .model-ignore │ │ ├── __init__.py │ │ └── utils.py │ ├── datascience_model.py │ ├── deployment │ │ ├── __init__.py │ │ ├── common │ │ │ ├── __init__.py │ │ │ └── utils.py │ │ ├── model_deployer.py │ │ ├── model_deployment.py │ │ ├── model_deployment_infrastructure.py │ │ ├── model_deployment_properties.py │ │ └── model_deployment_runtime.py │ ├── extractor │ │ ├── __init__.py │ │ ├── automl_extractor.py │ │ ├── embedding_onnx_extractor.py │ │ ├── huggingface_extractor.py │ │ ├── keras_extractor.py │ │ ├── lightgbm_extractor.py │ │ ├── model_info_extractor.py │ │ ├── model_info_extractor_factory.py │ │ ├── pytorch_extractor.py │ │ ├── sklearn_extractor.py │ │ ├── spark_extractor.py │ │ ├── tensorflow_extractor.py │ │ └── xgboost_extractor.py │ ├── framework │ │ ├── __init__.py │ │ ├── automl_model.py │ │ ├── embedding_onnx_model.py │ │ ├── huggingface_model.py │ │ ├── lightgbm_model.py │ │ ├── pytorch_model.py │ │ ├── sklearn_model.py │ │ ├── spark_model.py │ │ ├── tensorflow_model.py │ │ └── xgboost_model.py │ ├── generic_model.py │ ├── model_artifact_boilerplate │ │ ├── README.md │ │ ├── __init__.py │ │ ├── artifact_introspection_test │ │ │ ├── __init__.py │ │ │ ├── model_artifact_validate.py │ │ │ └── requirements.txt │ │ ├── runtime.yaml │ │ └── score.py │ ├── model_file_description_schema.json │ ├── model_introspect.py │ ├── model_metadata.py │ ├── model_metadata_mixin.py │ ├── model_properties.py │ ├── model_version_set.py │ ├── runtime │ │ ├── __init__.py │ │ ├── env_info.py │ │ ├── model_deployment_details.py │ │ ├── model_provenance_details.py │ │ ├── runtime_info.py │ │ ├── schemas │ │ │ ├── inference_env_info_schema.yaml │ │ │ ├── model_provenance_schema.yaml │ │ │ └── training_env_info_schema.yaml │ │ └── utils.py │ ├── serde │ │ ├── __init__.py │ │ ├── common.py │ │ ├── model_input.py │ │ └── model_serializer.py │ ├── service │ │ ├── __init__.py │ │ ├── oci_datascience_model.py │ │ ├── oci_datascience_model_deployment.py │ │ └── oci_datascience_model_version_set.py │ └── transformer │ │ ├── __init__.py │ │ └── onnx_transformer.py ├── mysqldb │ ├── __init__.py │ └── mysql_db.py ├── opctl │ ├── __init__.py │ ├── anomaly_detection.py │ ├── backend │ │ ├── __init__.py │ │ ├── ads_dataflow.py │ │ ├── ads_ml_job.py │ │ ├── ads_ml_pipeline.py │ │ ├── ads_model_deployment.py │ │ ├── base.py │ │ ├── local.py │ │ └── marketplace │ │ │ ├── __init__.py │ │ │ ├── helm_helper.py │ │ │ ├── local_marketplace.py │ │ │ ├── marketplace_backend_runner.py │ │ │ ├── marketplace_operator_interface.py │ │ │ ├── marketplace_operator_runner.py │ │ │ ├── marketplace_utils.py │ │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── bearer_token.py │ │ │ ├── marketplace_type.py │ │ │ └── ocir_details.py │ │ │ └── prerequisite_checker.py │ ├── cli.py │ ├── cmds.py │ ├── conda │ │ ├── __init__.py │ │ ├── cli.py │ │ ├── cmds.py │ │ ├── config.yaml │ │ ├── manifest_template.yaml │ │ ├── multipart_uploader.py │ │ └── pack.py │ ├── config │ │ ├── __init__.py │ │ ├── base.py │ │ ├── diagnostics │ │ │ ├── __init__.py │ │ │ └── distributed │ │ │ │ └── default_requirements_config.yaml │ │ ├── merger.py │ │ ├── resolver.py │ │ ├── utils.py │ │ ├── validator.py │ │ ├── versioner.py │ │ └── yaml_parsers │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── distributed │ │ │ ├── __init__.py │ │ │ └── yaml_parser.py │ ├── constants.py │ ├── decorator │ │ ├── __init__.py │ │ └── common.py │ ├── diagnostics │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── check_distributed_job_requirements.py │ │ ├── check_requirements.py │ │ └── requirement_exception.py │ ├── distributed │ │ ├── README.md │ │ ├── __init__.py │ │ ├── certificates.py │ │ ├── cli.py │ │ ├── cmds.py │ │ └── common │ │ │ ├── __init__.py │ │ │ ├── abstract_cluster_provider.py │ │ │ ├── abstract_framework_spec_builder.py │ │ │ ├── cluster_config_helper.py │ │ │ ├── cluster_provider_factory.py │ │ │ ├── cluster_runner.py │ │ │ └── framework_factory.py │ ├── docker │ │ ├── Dockerfile.job │ │ ├── Dockerfile.job.arm │ │ ├── Dockerfile.job.gpu │ │ ├── base-env.yaml │ │ ├── cuda.repo │ │ └── operator │ │ │ ├── .dockerignore │ │ │ ├── Dockerfile │ │ │ ├── Dockerfile.gpu │ │ │ ├── cuda.repo │ │ │ └── environment.yaml │ ├── forecast.py │ ├── index.yaml │ ├── model │ │ ├── __init__.py │ │ ├── cli.py │ │ └── cmds.py │ ├── operator │ │ ├── README.md │ │ ├── __init__.py │ │ ├── cli.py │ │ ├── cmd.py │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── backend_factory.py │ │ │ ├── const.py │ │ │ ├── data │ │ │ │ └── synthetic.csv │ │ │ ├── dictionary_merger.py │ │ │ ├── errors.py │ │ │ ├── operator_config.py │ │ │ ├── operator_loader.py │ │ │ ├── operator_schema.yaml │ │ │ ├── operator_yaml_generator.py │ │ │ └── utils.py │ │ ├── lowcode │ │ │ ├── __init__.py │ │ │ ├── anomaly │ │ │ │ ├── MLoperator │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── __main__.py │ │ │ │ ├── cmd.py │ │ │ │ ├── const.py │ │ │ │ ├── environment.yaml │ │ │ │ ├── model │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── anomaly_dataset.py │ │ │ │ │ ├── anomaly_merlion.py │ │ │ │ │ ├── automlx.py │ │ │ │ │ ├── autots.py │ │ │ │ │ ├── base_model.py │ │ │ │ │ ├── factory.py │ │ │ │ │ ├── isolationforest.py │ │ │ │ │ ├── oneclasssvm.py │ │ │ │ │ ├── randomcutforest.py │ │ │ │ │ └── tods.py │ │ │ │ ├── operator_config.py │ │ │ │ ├── schema.yaml │ │ │ │ └── utils.py │ │ │ ├── common │ │ │ │ ├── __init__.py │ │ │ │ ├── const.py │ │ │ │ ├── data.py │ │ │ │ ├── errors.py │ │ │ │ ├── transformations.py │ │ │ │ └── utils.py │ │ │ ├── feature_store_marketplace │ │ │ │ ├── MLoperator │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── __main__.py │ │ │ │ ├── cmd.py │ │ │ │ ├── const.py │ │ │ │ ├── environment.yaml │ │ │ │ ├── models │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── apigw_config.py │ │ │ │ │ ├── db_config.py │ │ │ │ │ ├── mysql_config.py │ │ │ │ │ └── serializable_yaml_model.py │ │ │ │ ├── operator_utils.py │ │ │ │ └── schema.yaml │ │ │ ├── forecast │ │ │ │ ├── MLoperator │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── __main__.py │ │ │ │ ├── cmd.py │ │ │ │ ├── const.py │ │ │ │ ├── environment.yaml │ │ │ │ ├── errors.py │ │ │ │ ├── model │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── arima.py │ │ │ │ │ ├── automlx.py │ │ │ │ │ ├── autots.py │ │ │ │ │ ├── base_model.py │ │ │ │ │ ├── factory.py │ │ │ │ │ ├── forecast_datasets.py │ │ │ │ │ ├── ml_forecast.py │ │ │ │ │ ├── neuralprophet.py │ │ │ │ │ └── prophet.py │ │ │ │ ├── model_evaluator.py │ │ │ │ ├── operator_config.py │ │ │ │ ├── schema.yaml │ │ │ │ ├── utils.py │ │ │ │ └── whatifserve │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── deployment_manager.py │ │ │ │ │ └── score.py │ │ │ ├── pii │ │ │ │ ├── MLoperator │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── __main__.py │ │ │ │ ├── cmd.py │ │ │ │ ├── constant.py │ │ │ │ ├── environment.yaml │ │ │ │ ├── errors.py │ │ │ │ ├── model │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── factory.py │ │ │ │ │ ├── guardrails.py │ │ │ │ │ ├── pii.py │ │ │ │ │ ├── processor │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── email_replacer.py │ │ │ │ │ │ ├── mbi_replacer.py │ │ │ │ │ │ ├── name_replacer.py │ │ │ │ │ │ ├── number_replacer.py │ │ │ │ │ │ └── remover.py │ │ │ │ │ └── report.py │ │ │ │ ├── operator_config.py │ │ │ │ ├── schema.yaml │ │ │ │ └── utils.py │ │ │ └── recommender │ │ │ │ ├── MLoperator │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── __main__.py │ │ │ │ ├── cmd.py │ │ │ │ ├── constant.py │ │ │ │ ├── environment.yaml │ │ │ │ ├── model │ │ │ │ ├── base_model.py │ │ │ │ ├── factory.py │ │ │ │ ├── recommender_dataset.py │ │ │ │ └── svd.py │ │ │ │ ├── operator_config.py │ │ │ │ ├── schema.yaml │ │ │ │ └── utils.py │ │ └── runtime │ │ │ ├── __init__.py │ │ │ ├── const.py │ │ │ ├── container_runtime_schema.yaml │ │ │ ├── marketplace_runtime.py │ │ │ ├── python_marketplace_runtime_schema.yaml │ │ │ ├── python_runtime_schema.yaml │ │ │ └── runtime.py │ ├── schema.yaml.yml │ ├── script.py │ ├── spark │ │ ├── __init__.py │ │ ├── cli.py │ │ └── cmds.py │ ├── templates │ │ └── diagnostic_report_template.jinja2 │ └── utils.py ├── oracledb │ ├── __init__.py │ └── oracle_db.py ├── pipeline │ ├── __init__.py │ ├── ads_pipeline.py │ ├── ads_pipeline_run.py │ ├── ads_pipeline_step.py │ ├── builders │ │ ├── __init__.py │ │ └── infrastructure │ │ │ ├── __init__.py │ │ │ └── custom_script.py │ ├── cli.py │ ├── extension.py │ ├── schema │ │ ├── __init__.py │ │ ├── cs_step_schema.json │ │ ├── ml_step_schema.json │ │ └── pipeline_schema.json │ └── visualizer │ │ ├── __init__.py │ │ ├── base.py │ │ ├── graph_renderer.py │ │ └── text_renderer.py ├── secrets │ ├── __init__.py │ ├── adb.py │ ├── auth_token.py │ ├── big_data_service.py │ ├── mysqldb.py │ ├── oracledb.py │ └── secrets.py ├── telemetry │ ├── __init__.py │ ├── base.py │ ├── client.py │ └── telemetry.py ├── templates │ ├── dataflow_pyspark.jinja2 │ ├── dataflow_sparksql.jinja2 │ ├── func.jinja2 │ ├── schemas │ │ └── openapi.json │ ├── score-pkl.jinja2 │ ├── score.jinja2 │ ├── score_embedding_onnx.jinja2 │ ├── score_generic.jinja2 │ ├── score_huggingface_pipeline.jinja2 │ ├── score_lightgbm.jinja2 │ ├── score_onnx.jinja2 │ ├── score_onnx_new.jinja2 │ ├── score_oracle_automl.jinja2 │ ├── score_pyspark.jinja2 │ ├── score_pytorch.jinja2 │ ├── score_scikit-learn.jinja2 │ ├── score_tensorflow.jinja2 │ └── score_xgboost.jinja2 ├── text_dataset │ ├── __init__.py │ ├── backends.py │ ├── dataset.py │ ├── extractor.py │ ├── options.py │ ├── udfs.py │ └── utils.py ├── type_discovery │ ├── __init__.py │ ├── abstract_detector.py │ ├── constant_detector.py │ ├── continuous_detector.py │ ├── credit_card_detector.py │ ├── datetime_detector.py │ ├── discrete_detector.py │ ├── document_detector.py │ ├── ip_detector.py │ ├── latlon_detector.py │ ├── phone_number_detector.py │ ├── type_discovery_driver.py │ ├── typed_feature.py │ ├── unknown_detector.py │ └── zipcode_detector.py └── vault │ ├── __init__.py │ └── vault.py ├── dev-requirements.txt ├── docs ├── Makefile ├── README.md ├── requirements.txt └── source │ ├── .gitignore │ ├── _static │ ├── badge_beta.svg │ ├── badge_deprecated.svg │ ├── logo-dark-mode.png │ ├── logo-light-mode.png │ ├── math_jax_3_2_0.js │ └── output │ │ └── chtml │ │ └── fonts │ │ └── woff-v2 │ │ ├── MathJax_AMS-Regular.woff │ │ ├── MathJax_Calligraphic-Bold.woff │ │ ├── MathJax_Calligraphic-Regular.woff │ │ ├── MathJax_Fraktur-Bold.woff │ │ ├── MathJax_Fraktur-Regular.woff │ │ ├── MathJax_Main-Bold.woff │ │ ├── MathJax_Main-Italic.woff │ │ ├── MathJax_Main-Regular.woff │ │ ├── MathJax_Math-BoldItalic.woff │ │ ├── MathJax_Math-Italic.woff │ │ ├── MathJax_Math-Regular.woff │ │ ├── MathJax_SansSerif-Bold.woff │ │ ├── MathJax_SansSerif-Italic.woff │ │ ├── MathJax_SansSerif-Regular.woff │ │ ├── MathJax_Script-Regular.woff │ │ ├── MathJax_Size1-Regular.woff │ │ ├── MathJax_Size2-Regular.woff │ │ ├── MathJax_Size3-Regular.woff │ │ ├── MathJax_Size4-Regular.woff │ │ ├── MathJax_Typewriter-Regular.woff │ │ ├── MathJax_Vector-Bold.woff │ │ ├── MathJax_Vector-Regular.woff │ │ └── MathJax_Zero.woff │ ├── ads.automl.rst │ ├── ads.bds.rst │ ├── ads.catalog.rst │ ├── ads.common.artifact.rst │ ├── ads.common.decorator.rst │ ├── ads.common.function.rst │ ├── ads.common.rst │ ├── ads.data_labeling.interface.rst │ ├── ads.data_labeling.loader.rst │ ├── ads.data_labeling.mixin.rst │ ├── ads.data_labeling.parser.rst │ ├── ads.data_labeling.reader.rst │ ├── ads.data_labeling.rst │ ├── ads.data_labeling.visualizer.rst │ ├── ads.database.rst │ ├── ads.dataflow.rst │ ├── ads.dataset.rst │ ├── ads.dbmixin.rst │ ├── ads.environment.rst │ ├── ads.evaluations.rst │ ├── ads.experiments.rst │ ├── ads.explanations.rst │ ├── ads.feature_engineering.accessor.mixin.rst │ ├── ads.feature_engineering.accessor.rst │ ├── ads.feature_engineering.adsimage.interface.rst │ ├── ads.feature_engineering.adsimage.rst │ ├── ads.feature_engineering.adsstring.oci_language.rst │ ├── ads.feature_engineering.adsstring.parsers.rst │ ├── ads.feature_engineering.adsstring.rst │ ├── ads.feature_engineering.adsstring.string.rst │ ├── ads.feature_engineering.dataset.rst │ ├── ads.feature_engineering.feature_type.adsstring.parsers.rst │ ├── ads.feature_engineering.feature_type.adsstring.rst │ ├── ads.feature_engineering.feature_type.handler.rst │ ├── ads.feature_engineering.feature_type.rst │ ├── ads.feature_engineering.rst │ ├── ads.hpo.rst │ ├── ads.hpo.visualization.rst │ ├── ads.jobs.builders.infrastructure.rst │ ├── ads.jobs.builders.rst │ ├── ads.jobs.builders.runtimes.rst │ ├── ads.jobs.rst │ ├── ads.jobs.schema.rst │ ├── ads.jobs.templates.rst │ ├── ads.llm.guardrails.rst │ ├── ads.llm.langchain.plugins.rst │ ├── ads.llm.langchain.rst │ ├── ads.llm.rst │ ├── ads.llm.serializers.rst │ ├── ads.model.common.rst │ ├── ads.model.deployment.common.rst │ ├── ads.model.deployment.rst │ ├── ads.model.extractor.rst │ ├── ads.model.framework.rst │ ├── ads.model.model_artifact_boilerplate.artifact_introspection_test.rst │ ├── ads.model.model_artifact_boilerplate.rst │ ├── ads.model.rst │ ├── ads.model.runtime.rst │ ├── ads.model.serde.rst │ ├── ads.model.service.rst │ ├── ads.model.transformer.rst │ ├── ads.model_artifact_boilerplate.artifact_introspection_test.rst │ ├── ads.model_artifact_boilerplate.rst │ ├── ads.mysqldb.rst │ ├── ads.opctl.backend.rst │ ├── ads.opctl.conda.rst │ ├── ads.opctl.config.diagnostics.rst │ ├── ads.opctl.config.rst │ ├── ads.opctl.config.yaml_parsers.distributed.rst │ ├── ads.opctl.config.yaml_parsers.rst │ ├── ads.opctl.diagnostics.rst │ ├── ads.opctl.distributed.common.rst │ ├── ads.opctl.distributed.rst │ ├── ads.opctl.rst │ ├── ads.opctl.spark.rst │ ├── ads.oracledb.rst │ ├── ads.pipeline.builders.infrastructure.rst │ ├── ads.pipeline.builders.rst │ ├── ads.pipeline.rst │ ├── ads.pipeline.schema.rst │ ├── ads.pipeline.visualizer.rst │ ├── ads.rst │ ├── ads.secrets.rst │ ├── ads.telemetry.rst │ ├── ads.text_dataset.rst │ ├── ads.type_discovery.rst │ ├── ads.vault.rst │ ├── conf.py │ ├── index.rst │ ├── modules.rst │ ├── release_notes.rst │ ├── user_guide │ ├── ADSString │ │ ├── figure │ │ │ ├── absa.png │ │ │ ├── key_phrase.png │ │ │ ├── language_dominant.png │ │ │ ├── ner.png │ │ │ ├── nltk_pos.png │ │ │ ├── spacy_pos.png │ │ │ └── text_classification.png │ │ ├── figures │ │ │ ├── absa.png │ │ │ ├── key_phrase.png │ │ │ ├── language_dominant.png │ │ │ ├── ner.png │ │ │ ├── nltk_pos.png │ │ │ ├── spacy_pos.png │ │ │ └── text_classification.png │ │ ├── index.rst │ │ ├── nlp_parse.rst │ │ ├── overview.rst │ │ ├── plugin.rst │ │ ├── quick_start.rst │ │ ├── regex_match.rst │ │ └── still_a_string.rst │ ├── _template │ │ ├── distributed_training_policies.rst │ │ └── prerequisite │ │ │ ├── data_catalog.rst │ │ │ └── data_flow.rst │ ├── apachespark │ │ ├── dataflow-spark-magic.rst │ │ ├── dataflow.rst │ │ ├── quickstart.rst │ │ ├── setup-installation.rst │ │ ├── spark-defaults_conf.rst │ │ └── spark.rst │ ├── aqua │ │ └── apiserver.rst │ ├── big_data_service │ │ ├── _template │ │ │ ├── create_conda.rst │ │ │ ├── fsspec_connect_with_vault.rst │ │ │ ├── hive_connect_with_vault.rst │ │ │ └── hive_connect_without_vault.rst │ │ ├── boilerplate │ │ │ ├── create_conda.rst │ │ │ ├── fsspec_connect_with_vault.rst │ │ │ ├── hive_connect_with_vault.rst │ │ │ └── hive_connect_without_vault.rst │ │ ├── conda_env.rst │ │ ├── connect.rst │ │ ├── file_management.rst │ │ ├── index.rst │ │ ├── overview.rst │ │ ├── quick_start.rst │ │ └── sql_data_management.rst │ ├── cli │ │ ├── authentication.rst │ │ ├── opctl │ │ │ ├── _template │ │ │ │ ├── jobs.rst │ │ │ │ ├── jobs_local_prerequisite.rst │ │ │ │ └── monitoring.rst │ │ │ ├── configure.rst │ │ │ ├── local-development-setup.rst │ │ │ └── localdev │ │ │ │ ├── condapack.rst │ │ │ │ ├── jobs.rst │ │ │ │ ├── jobs_container_image.rst │ │ │ │ ├── local_deployment.rst │ │ │ │ ├── local_jobs.rst │ │ │ │ ├── local_pipelines.rst │ │ │ │ └── vscode.rst │ │ └── quickstart.rst │ ├── configuration │ │ ├── authentication.rst │ │ ├── autonomous_database.rst │ │ ├── configuration.rst │ │ ├── core-site_xml.rst │ │ ├── figures │ │ │ ├── DB-Connection.png │ │ │ ├── Download-Wallet.png │ │ │ ├── Test_connection.png │ │ │ └── Upload_Wallet.png │ │ ├── index.rst │ │ ├── spark-defaults_conf.rst │ │ └── vault.rst │ ├── data_catalog_metastore │ │ ├── data_flow.rst │ │ ├── index.rst │ │ ├── interactive_spark.rst │ │ ├── overview.rst │ │ ├── prerequisite.rst │ │ └── quick_start.rst │ ├── data_flow │ │ ├── dataflow.rst │ │ ├── images │ │ │ └── list_apps.png │ │ └── legacy_dataflow.rst │ ├── data_labeling │ │ ├── example.rst │ │ ├── export.rst │ │ ├── figures │ │ │ ├── bounding_box.png │ │ │ ├── loaded_df.png │ │ │ ├── ner.png │ │ │ ├── ner_df.png │ │ │ └── ner_pic.png │ │ ├── index.rst │ │ ├── list.rst │ │ ├── load.rst │ │ ├── overview.rst │ │ ├── quick_start.rst │ │ └── visualize.rst │ ├── data_transformation │ │ ├── data_transformation.rst │ │ └── images │ │ │ ├── new_column.png │ │ │ └── visual_transform.png │ ├── data_visualization │ │ ├── figures │ │ │ ├── gaussian_heatmap.png │ │ │ ├── gis_scatter.png │ │ │ ├── matplotlib.png │ │ │ ├── pairgrid.png │ │ │ ├── piechart.png │ │ │ ├── show_corr1.png │ │ │ ├── show_corr2.png │ │ │ ├── show_corr3.png │ │ │ ├── show_corr4.png │ │ │ ├── show_in_notebook_feature_visualizations.png │ │ │ ├── show_in_notebook_features.png │ │ │ ├── show_in_notebook_summary.png │ │ │ ├── single_column_count_plot.png │ │ │ └── violin_plot.png │ │ └── visualization.rst │ ├── feature_type │ │ ├── ads_feature_type_assign.rst │ │ ├── ads_feature_type_correlation.rst │ │ ├── ads_feature_type_count.rst │ │ ├── ads_feature_type_manager.rst │ │ ├── ads_feature_type_overview.rst │ │ ├── ads_feature_type_plot.rst │ │ ├── ads_feature_type_selection.rst │ │ ├── ads_feature_type_stat.rst │ │ ├── ads_feature_type_validator.rst │ │ ├── ads_feature_type_warnings.rst │ │ ├── figures │ │ │ ├── ads_feature_type_1.png │ │ │ ├── ads_feature_type_10.png │ │ │ ├── ads_feature_type_2.png │ │ │ ├── ads_feature_type_3.png │ │ │ ├── ads_feature_type_9.png │ │ │ ├── ads_feature_type_EDA_1.png │ │ │ ├── ads_feature_type_EDA_10.png │ │ │ ├── ads_feature_type_EDA_11.png │ │ │ ├── ads_feature_type_EDA_12.png │ │ │ ├── ads_feature_type_EDA_13.png │ │ │ ├── ads_feature_type_EDA_14.png │ │ │ ├── ads_feature_type_EDA_2.png │ │ │ ├── ads_feature_type_EDA_27_1.png │ │ │ ├── ads_feature_type_EDA_3.png │ │ │ ├── ads_feature_type_EDA_30_1.png │ │ │ ├── ads_feature_type_EDA_34_1.png │ │ │ ├── ads_feature_type_EDA_36_1.png │ │ │ ├── ads_feature_type_EDA_38_1.png │ │ │ ├── ads_feature_type_EDA_4.png │ │ │ ├── ads_feature_type_EDA_40_1.png │ │ │ ├── ads_feature_type_EDA_40_2.png │ │ │ ├── ads_feature_type_EDA_40_3.png │ │ │ ├── ads_feature_type_EDA_40_4.png │ │ │ ├── ads_feature_type_EDA_5.png │ │ │ ├── ads_feature_type_EDA_6.png │ │ │ ├── ads_feature_type_EDA_7.png │ │ │ ├── ads_feature_type_manager_1.png │ │ │ ├── ads_feature_type_manager_2.png │ │ │ ├── ads_feature_type_manager_3.png │ │ │ ├── ads_feature_type_manager_4.png │ │ │ ├── ads_feature_type_validator_1.png │ │ │ ├── ads_feature_type_validator_10.png │ │ │ ├── ads_feature_type_validator_11.png │ │ │ ├── ads_feature_type_validator_12.png │ │ │ ├── ads_feature_type_validator_2.png │ │ │ ├── ads_feature_type_validator_3.png │ │ │ ├── ads_feature_type_validator_4.png │ │ │ ├── ads_feature_type_validator_5.png │ │ │ ├── ads_feature_type_validator_6.png │ │ │ ├── ads_feature_type_validator_7.png │ │ │ ├── ads_feature_type_validator_8.png │ │ │ ├── ads_feature_type_validator_9.png │ │ │ ├── ads_feature_type_warnings_1.png │ │ │ ├── ads_feature_type_warnings_11.png │ │ │ ├── ads_feature_type_warnings_2.png │ │ │ ├── ads_feature_type_warnings_3.png │ │ │ ├── ads_feature_type_warnings_4.png │ │ │ ├── ads_feature_type_warnings_6.png │ │ │ ├── ads_feature_type_warnings_8.png │ │ │ └── ads_feature_type_warnings_9.png │ │ └── index.rst │ ├── jobs │ │ ├── data_science_job.rst │ │ ├── figures │ │ │ └── ml_steps.png │ │ ├── index.rst │ │ ├── infra_and_runtime.rst │ │ ├── overview.rst │ │ ├── policies.rst │ │ ├── run_container.rst │ │ ├── run_data_flow.rst │ │ ├── run_git.rst │ │ ├── run_notebook.rst │ │ ├── run_python.rst │ │ ├── run_pytorch_ddp.rst │ │ ├── run_script.rst │ │ ├── runtime_non_byoc.rst │ │ ├── runtime_types.rst │ │ ├── tabs │ │ │ ├── container_runtime.rst │ │ │ ├── git_notebook.rst │ │ │ ├── git_runtime.rst │ │ │ ├── git_runtime_args.rst │ │ │ ├── infra_config.rst │ │ │ ├── llama2_full.rst │ │ │ ├── name_substitution.rst │ │ │ ├── notebook_runtime.rst │ │ │ ├── python_runtime.rst │ │ │ ├── pytorch_ddp_torchrun.rst │ │ │ ├── quick_start_job.rst │ │ │ ├── run_job.rst │ │ │ ├── runtime_args.rst │ │ │ ├── runtime_custom_conda.rst │ │ │ ├── runtime_envs.rst │ │ │ ├── runtime_service_conda.rst │ │ │ ├── script_runtime.rst │ │ │ └── training_job.rst │ │ └── yaml_schema.rst │ ├── large_language_model │ │ ├── aqua_client.rst │ │ ├── autogen_integration.rst │ │ ├── deploy_langchain_application.rst │ │ ├── figures │ │ │ ├── autogen_report.png │ │ │ └── workflow.png │ │ ├── guardrails.rst │ │ ├── index.rst │ │ ├── langchain_models.rst │ │ ├── llamaindex_integration.rst │ │ ├── retrieval.rst │ │ └── training_llm.rst │ ├── loading_data │ │ ├── connect.rst │ │ ├── connect_legacy.rst │ │ ├── format_type.rst │ │ ├── images │ │ │ ├── adw.png │ │ │ ├── cx_Oracle.jpeg │ │ │ └── pandas_logo.png │ │ ├── index.rst │ │ └── supported_format.rst │ ├── logging │ │ └── logging.rst │ ├── model_catalog │ │ ├── figures │ │ │ ├── custom_metadata.png │ │ │ ├── diagram_model.png │ │ │ ├── generic_custom.png │ │ │ ├── generic_taxonomy.png │ │ │ ├── introspection.png │ │ │ ├── list_model.png │ │ │ ├── metadata_taxonomy.png │ │ │ ├── model_catalog_save.png │ │ │ ├── retrieved.png │ │ │ ├── save.png │ │ │ ├── sorted_model.png │ │ │ └── updated.png │ │ └── model_catalog.rst │ ├── model_evaluation │ │ ├── Binary.rst │ │ ├── Multiclass.rst │ │ ├── Regression.rst │ │ ├── binary_classification.rst │ │ ├── figures │ │ │ ├── binary_PR_ROC_curve.png │ │ │ ├── binary_eval_metrics.png │ │ │ ├── binary_lift_gain_chart.png │ │ │ ├── binary_normalized_confusion_matrix.png │ │ │ ├── multiclass_F1_by_label.png │ │ │ ├── multiclass_PR_curve.png │ │ │ ├── multiclass_ROC_curve.png │ │ │ ├── multiclass_confusion_matrix.png │ │ │ ├── multiclass_eval_metrics.png │ │ │ ├── multiclass_jaccard_by_label.png │ │ │ ├── multiclass_precision_by_label.png │ │ │ ├── multinomial_F1_by_label.png │ │ │ ├── multinomial_PR_curve.png │ │ │ ├── multinomial_ROC_curve.png │ │ │ ├── multinomial_confusion_matrix.png │ │ │ ├── multinomial_eval_metrics.png │ │ │ ├── multinomial_jaccard_by_label.png │ │ │ ├── multinomial_precision_by_label.png │ │ │ ├── regression_eval_metrics.png │ │ │ ├── regression_observed_vs_predicted.png │ │ │ ├── regression_residual_qq.png │ │ │ ├── regression_residual_vs_observed.png │ │ │ └── regression_residual_vs_predicted.png │ │ ├── index.rst │ │ ├── multinomial_classification.rst │ │ └── overview.rst │ ├── model_registration │ │ ├── _template │ │ │ ├── delete_deployment.rst │ │ │ ├── deploy.rst │ │ │ ├── initialize.rst │ │ │ ├── loading_model_artifact.rst │ │ │ ├── loading_model_catalog.rst │ │ │ ├── loading_model_deployment.rst │ │ │ ├── overview.rst │ │ │ ├── predict.rst │ │ │ ├── prepare.rst │ │ │ ├── prepare_save_deploy.rst │ │ │ ├── print.rst │ │ │ ├── save.rst │ │ │ ├── score.rst │ │ │ ├── summary_status.rst │ │ │ └── verify.rst │ │ ├── figures │ │ │ ├── custom_metadata.png │ │ │ ├── diagram_model.png │ │ │ ├── flow.png │ │ │ ├── generic_custom.png │ │ │ ├── generic_taxonomy.png │ │ │ ├── introspection.png │ │ │ ├── list_model.png │ │ │ ├── metadata_taxonomy.png │ │ │ ├── model_catalog_save.png │ │ │ ├── retrieved.png │ │ │ ├── save.png │ │ │ ├── sorted_model.png │ │ │ ├── summary_status.png │ │ │ └── updated.png │ │ ├── framework_specific_instruction.rst │ │ ├── frameworks │ │ │ ├── automlmodel.rst │ │ │ ├── embeddingonnxmodel.rst │ │ │ ├── genericmodel.rst │ │ │ ├── huggingfacemodel.rst │ │ │ ├── lightgbmmodel.rst │ │ │ ├── pytorchmodel.rst │ │ │ ├── sklearnmodel.rst │ │ │ ├── sparkpipelinemodel.rst │ │ │ ├── tensorflowmodel.rst │ │ │ └── xgboostmodel.rst │ │ ├── introduction.rst │ │ ├── large_language_model.rst │ │ ├── large_model_artifact.rst │ │ ├── model_artifact.rst │ │ ├── model_deploy.rst │ │ ├── model_deploy_byoc.rst │ │ ├── model_file_customization.rst │ │ ├── model_load.rst │ │ ├── model_metadata.rst │ │ ├── model_schema.rst │ │ ├── model_version_set.rst │ │ ├── quick_start.rst │ │ └── tabs │ │ │ ├── ads-md-deploy-offline.rst │ │ │ ├── ads-md-deploy-online.rst │ │ │ ├── env-var-offline.rst │ │ │ ├── env-var-online.rst │ │ │ ├── run_md.rst │ │ │ └── run_predict.rst │ ├── model_serialization │ │ ├── _template │ │ │ ├── delete_deployment.rst │ │ │ ├── deploy.rst │ │ │ ├── initialize.rst │ │ │ ├── loading_model_artifact.rst │ │ │ ├── loading_model_catalog.rst │ │ │ ├── loading_model_deployment.rst │ │ │ ├── overview.rst │ │ │ ├── predict.rst │ │ │ ├── prepare.rst │ │ │ ├── prepare_save_deploy.rst │ │ │ ├── save.rst │ │ │ ├── score.rst │ │ │ ├── summary_status.rst │ │ │ └── verify.rst │ │ ├── automlmodel.rst │ │ ├── boilerplate │ │ │ ├── delete_deployment.rst │ │ │ ├── deploy.rst │ │ │ ├── initialize.rst │ │ │ ├── loading_model_artifact.rst │ │ │ ├── loading_model_catalog.rst │ │ │ ├── overview.rst │ │ │ ├── predict.rst │ │ │ ├── prepare.rst │ │ │ ├── save.rst │ │ │ ├── summary_status.rst │ │ │ └── verify.rst │ │ ├── figure │ │ │ ├── flow.png │ │ │ └── summary_status.png │ │ ├── figures │ │ │ ├── flow.png │ │ │ └── summary_status.png │ │ ├── genericmodel.rst │ │ ├── index.rst │ │ ├── lightgbmmodel.rst │ │ ├── overview.rst │ │ ├── pytorchmodel.rst │ │ ├── quick_start.rst │ │ ├── sklearnmodel.rst │ │ ├── tensorflowmodel.rst │ │ └── xgboostmodel.rst │ ├── model_training │ │ ├── ads_tuner.rst │ │ ├── automl │ │ │ ├── index.rst │ │ │ └── quick_start.rst │ │ ├── distributed_training │ │ │ ├── _prerequisite.rst │ │ │ ├── _profiling.rst │ │ │ ├── _save_artifacts.rst │ │ │ ├── _test_and_submit.rst │ │ │ ├── cli │ │ │ │ └── distributed-training.rst │ │ │ ├── configuration │ │ │ │ └── configuration.rst │ │ │ ├── dask │ │ │ │ ├── coding.rst │ │ │ │ ├── creating.rst │ │ │ │ ├── dashboard.rst │ │ │ │ ├── dask.rst │ │ │ │ ├── gbm.rst │ │ │ │ ├── tls.rst │ │ │ │ └── tuning.rst │ │ │ ├── developer │ │ │ │ ├── developer.rst │ │ │ │ └── figures │ │ │ │ │ └── horovod.png │ │ │ ├── horovod │ │ │ │ ├── coding.rst │ │ │ │ ├── creating.rst │ │ │ │ ├── horovod.rst │ │ │ │ └── monitoring.rst │ │ │ ├── overview.rst │ │ │ ├── pytorch │ │ │ │ ├── creating.rst │ │ │ │ └── pytorch.rst │ │ │ ├── ray │ │ │ │ ├── creating.rst │ │ │ │ └── ray.rst │ │ │ ├── remote_source_code.rst │ │ │ ├── tensorflow │ │ │ │ ├── creating.rst │ │ │ │ └── tensorflow.rst │ │ │ ├── troubleshooting.rst │ │ │ └── yaml_schema.rst │ │ ├── figures │ │ │ ├── XGBoost_logo.png │ │ │ ├── adaptive_sampling.png │ │ │ ├── ads_tuner_10_0.png │ │ │ ├── ads_tuner_11_0.png │ │ │ ├── ads_tuner_12_0.png │ │ │ ├── ads_tuner_13_0.png │ │ │ ├── ads_tuner_14_0.png │ │ │ ├── ads_tuner_15_1.png │ │ │ ├── adstuner.png │ │ │ ├── algorithm_selection.png │ │ │ ├── contourplot.png │ │ │ ├── empiricaldistribution.png │ │ │ ├── feature_selection.png │ │ │ ├── intermediatevalues.png │ │ │ ├── keras_logo.png │ │ │ ├── model_selection.png │ │ │ ├── motivation.png │ │ │ ├── optimizationhistory.png │ │ │ ├── oracle-logo.png │ │ │ ├── output_15_1.png │ │ │ ├── output_30_0.png │ │ │ ├── output_32_0.png │ │ │ ├── output_34_0.png │ │ │ ├── output_36_0.png │ │ │ ├── output_48_4.png │ │ │ ├── output_48_5.png │ │ │ ├── parallelcoordinate.png │ │ │ ├── pipeline.png │ │ │ ├── sklearn-logo.png │ │ │ └── tuning.png │ │ ├── index.rst │ │ ├── model_evaluation │ │ │ ├── binary_classification.rst │ │ │ ├── figures │ │ │ │ ├── binary_PR_ROC_curve.png │ │ │ │ ├── binary_eval_metrics.png │ │ │ │ ├── binary_lift_gain_chart.png │ │ │ │ ├── binary_normalized_confusion_matrix.png │ │ │ │ ├── multinomial_F1_by_label.png │ │ │ │ ├── multinomial_PR_curve.png │ │ │ │ ├── multinomial_ROC_curve.png │ │ │ │ ├── multinomial_confusion_matrix.png │ │ │ │ ├── multinomial_eval_metrics.png │ │ │ │ ├── multinomial_jaccard_by_label.png │ │ │ │ ├── multinomial_precision_by_label.png │ │ │ │ ├── regression_eval_metrics.png │ │ │ │ ├── regression_observed_vs_predicted.png │ │ │ │ ├── regression_residual_qq.png │ │ │ │ ├── regression_residual_vs_observed.png │ │ │ │ └── regression_residual_vs_predicted.png │ │ │ ├── index.rst │ │ │ ├── multinomial_classification.rst │ │ │ ├── quick_start.rst │ │ │ └── regression.rst │ │ ├── tensorboard │ │ │ └── tensorboard.rst │ │ └── training_with_oci.rst │ ├── operators │ │ ├── anomaly_detection_operator │ │ │ ├── advanced_use_cases.rst │ │ │ ├── faq.rst │ │ │ ├── index.rst │ │ │ ├── install.rst │ │ │ ├── productionize.rst │ │ │ ├── quickstart.rst │ │ │ ├── use_cases.rst │ │ │ └── yaml_schema.rst │ │ ├── common │ │ │ ├── explore.rst │ │ │ ├── figures │ │ │ │ ├── build_operator_conda.png │ │ │ │ ├── build_operator_image.png │ │ │ │ ├── operator_config_verify.png │ │ │ │ ├── operator_config_verify_result.png │ │ │ │ ├── operator_info.png │ │ │ │ ├── operator_info1.png │ │ │ │ ├── operator_init.png │ │ │ │ ├── operator_list.png │ │ │ │ ├── publish_operator_conda.png │ │ │ │ └── publish_operator_image.png │ │ │ ├── index.rst │ │ │ ├── policies.rst │ │ │ └── run.rst │ │ ├── forecast_operator │ │ │ ├── data_sources.rst │ │ │ ├── development.rst │ │ │ ├── faq.rst │ │ │ ├── images │ │ │ │ ├── forecast_conda.png │ │ │ │ ├── notebook_form.png │ │ │ │ └── notebook_form_filled.png │ │ │ ├── index.rst │ │ │ ├── install.rst │ │ │ ├── multivariate.rst │ │ │ ├── quickstart.rst │ │ │ ├── scalability.rst │ │ │ ├── use_cases.rst │ │ │ └── yaml_schema.rst │ │ ├── index.rst │ │ ├── pii_operator │ │ │ ├── examples.rst │ │ │ ├── getting_started.rst │ │ │ ├── index.rst │ │ │ ├── install.rst │ │ │ ├── pii.rst │ │ │ └── yaml_schema.rst │ │ └── recommender_operator │ │ │ ├── index.rst │ │ │ └── quickstart.rst │ ├── overview │ │ ├── figures │ │ │ ├── automl-hyperparameter-tuning.png │ │ │ ├── automl.png │ │ │ ├── balance-dataset.png │ │ │ ├── dot-decision-tree.png │ │ │ ├── feature-visualization-1.png │ │ │ ├── feature-visualization-2.png │ │ │ ├── model-evaluation-performance.png │ │ │ ├── model-evaluation.png │ │ │ ├── open-dataset.png │ │ │ └── target-visualization.png │ │ └── overview.rst │ ├── pipeline │ │ ├── examples.rst │ │ ├── figures │ │ │ ├── pipeline.png │ │ │ ├── pipeline_video1_4.gif │ │ │ ├── quick_start_example.png │ │ │ └── runstatus_graph.png │ │ ├── index.rst │ │ ├── overview.rst │ │ ├── pipeline.rst │ │ ├── pipeline_run.rst │ │ ├── pipeline_step.rst │ │ └── quick_start.rst │ ├── quick_start │ │ ├── figures │ │ │ ├── evaluation-cost.png │ │ │ ├── evaluation-test.png │ │ │ ├── evaluation-training.png │ │ │ └── production-training.png │ │ └── quick_start.rst │ ├── quickstart │ │ ├── images │ │ │ ├── evaluation-cost.png │ │ │ ├── evaluation-test.png │ │ │ ├── evaluation-training.png │ │ │ └── production-training.png │ │ └── quickstart.rst │ ├── secrets │ │ ├── auth_token.rst │ │ ├── autonomous_database.rst │ │ ├── big_data_service.rst │ │ ├── index.rst │ │ ├── mysql.rst │ │ ├── oracle.rst │ │ └── quick_start.rst │ └── text_extraction │ │ ├── figures │ │ ├── sec_callable_udf.png │ │ ├── sec_filename.png │ │ ├── sec_metadata.png │ │ └── sec_read_dataset.png │ │ └── text_dataset.rst │ └── yaml_schema │ ├── jobs │ ├── containerRuntime.yaml │ ├── dataFlow.html │ ├── dataFlow.yaml │ ├── dataFlowRuntime.html │ ├── dataFlowRuntime.yaml │ ├── dataScienceJob.html │ ├── dataScienceJob.yaml │ ├── distributed.html │ ├── distributed.yaml │ ├── gitPythonRuntime.html │ ├── gitPythonRuntime.yaml │ ├── job.html │ ├── job.yaml │ ├── notebookRuntime.html │ ├── notebookRuntime.yaml │ ├── pythonRuntime.html │ ├── pythonRuntime.yaml │ ├── scriptRuntime.html │ └── scriptRuntime.yaml │ ├── schema2html.py │ └── templates │ ├── schema.html │ └── table.html ├── pyproject.toml ├── pytest.ini ├── setup.py ├── test-requirements-operators.txt ├── test-requirements.txt └── tests ├── __init__.py ├── conftest.py ├── integration ├── feature_store │ ├── test_as_of_for_featuregroup_and_dataset.py │ ├── test_base.py │ ├── test_data │ │ ├── credit_score_batch_1.csv │ │ └── credit_score_batch_2.csv │ ├── test_dataset_complex.py │ ├── test_dataset_delta.py │ ├── test_dataset_statistics.py │ ├── test_dataset_validations.py │ ├── test_datatype_pandas_array.py │ ├── test_datatype_pandas_basic.py │ ├── test_datatype_pandas_mixed.py │ ├── test_datatype_pandas_object.py │ ├── test_datatype_spark_array_map.py │ ├── test_datatype_spark_basic.py │ ├── test_feature_group_dataset_listing.py │ ├── test_feature_group_delta.py │ ├── test_feature_group_statistics.py │ ├── test_feature_group_validations.py │ ├── test_input_feature_details.py │ ├── test_partition_for_feature_group_and_dataset.py │ ├── test_streaming_dataframe_feature_group.py │ ├── test_transformation_kwargs.py │ └── test_yaml_registrar.py ├── fixtures │ ├── ads_check.ipynb │ ├── exclude_check.ipynb │ ├── job_archive │ │ ├── main.py │ │ ├── my_module.py │ │ ├── my_package │ │ │ ├── __init__.py │ │ │ ├── entrypoint.py │ │ │ ├── entrypoint_ads.py │ │ │ └── utils.py │ │ ├── script.sh │ │ └── test_notebook.ipynb │ ├── my_script.py │ ├── notebook_with_error.ipynb │ ├── plot.ipynb │ ├── script_with_many_logs.py │ └── test-dataflow.py ├── jobs │ ├── test_dsc_job.py │ ├── test_jobs_artifact.py │ ├── test_jobs_cli.py │ ├── test_jobs_notebook.py │ ├── test_jobs_notebook_runtime.py │ ├── test_jobs_python_runtime.py │ └── test_jobs_runs.py ├── model_deployment │ └── test_model_deployment_v2.py ├── opctl │ ├── __init__.py │ ├── opctl_tests_files │ │ ├── hello_world_test │ │ │ ├── __init__.py │ │ │ ├── folder │ │ │ │ ├── __init__.py │ │ │ │ └── test_mod.py │ │ │ ├── main.py │ │ │ ├── operate.py │ │ │ ├── run.sh │ │ │ └── test_mod.py │ │ ├── linear_reg_test │ │ │ └── main.py │ │ ├── notebook_test │ │ │ └── exclude_check.ipynb │ │ └── spark_test │ │ │ ├── example.py │ │ │ └── gbt.py │ ├── operator │ │ ├── __init__.py │ │ └── forecast │ │ │ └── __init__.py │ ├── test_opctl_cli.py │ ├── test_opctl_conda.py │ └── test_opctl_utils.py ├── other │ ├── __init__.py │ ├── hpo_tuner_test_files │ │ ├── customized_model.py │ │ └── customized_scoring.py │ ├── model │ │ ├── image_files │ │ │ └── dog.jpeg │ │ ├── scripts │ │ │ ├── __init__.py │ │ │ ├── lightgbm_and_xgboost.py │ │ │ ├── pytorch.py │ │ │ ├── pytorch_local_score.py │ │ │ ├── sklearn.py │ │ │ ├── spark_pipeline.py │ │ │ ├── spark_pipeline_local_score.py │ │ │ ├── tensorflow.py │ │ │ ├── time_series_model.py │ │ │ └── time_series_score.py │ │ ├── test_huggingface_pipeline_model.py │ │ └── test_pipeline.py │ ├── model_deployment_test_files │ │ ├── container_all │ │ │ ├── api.py │ │ │ ├── models │ │ │ │ └── clf_lda.joblib │ │ │ └── test.json │ │ └── container_default │ │ │ ├── api.py │ │ │ ├── models │ │ │ └── clf_lda.joblib │ │ │ └── test.json │ ├── test_ads_string.py │ ├── test_artifact_saving_data.py │ ├── test_call_populate_metadata.py │ ├── test_common_model_artifact_save.py │ ├── test_dataflow.py │ ├── test_dataflow_extension.py │ ├── test_dataset_factory_open.py │ ├── test_dsc_notebook.py │ ├── test_export_generic.py │ ├── test_generic_model.py │ ├── test_hpo_tuner_artifact.py │ ├── test_model_version_set.py │ ├── test_mysql_db_access.py │ ├── test_notebooks.py │ ├── test_oci_factory.py │ ├── test_oci_logging.py │ ├── test_oracle_db_access.py │ ├── test_oracle_db_access_pandas.py │ ├── test_oracle_db_access_without_wallet.py │ ├── test_oracle_db_access_without_wallet_with_dsn.py │ ├── test_oracle_db_import.py │ └── test_prepare_artifact.py └── pipeline │ ├── __init__.py │ ├── test_base.py │ ├── test_pipeline_cli.py │ ├── test_pipeline_custom_script.py │ ├── test_pipeline_extension.py │ ├── test_pipeline_ml_job.py │ └── test_pipeline_override_run.py ├── operators ├── __init__.py ├── anomaly │ ├── __init__.py │ └── test_anomaly_simple.py ├── common │ ├── __init__.py │ ├── test_helper.py │ ├── test_load_data.py │ └── timeseries_syn_gen.py ├── data │ ├── recommendation │ │ ├── interactions.csv │ │ ├── items.csv │ │ └── users.csv │ ├── retail_forecast.yaml │ ├── rs_10_add.csv │ ├── rs_10_prim.csv │ ├── rs_10_test.csv │ ├── rs_1_add.csv │ ├── rs_1_prim.csv │ ├── rs_2_add_encoded.csv │ ├── rs_2_prim.csv │ └── timeseries │ │ ├── dataset1.csv │ │ ├── dataset2.csv │ │ ├── dataset3.csv │ │ ├── dataset4.csv │ │ ├── dataset5.csv │ │ ├── dataset6.csv │ │ ├── retail_add.csv │ │ ├── retail_prim.csv │ │ └── retail_test.csv ├── forecast │ ├── test_datasets.py │ ├── test_errors.py │ └── test_explainers.py └── recommender │ └── test_recommender.py └── unitary ├── __init__.py ├── default_setup ├── __init__.py ├── auth │ ├── __init__.py │ ├── test_auth.py │ └── test_jobs_auth.py ├── catalog │ ├── __init__.py │ ├── test_catalog_notebook.py │ ├── test_catalog_project.py │ └── test_catalog_summary.py ├── common │ ├── __init__.py │ ├── test_common_ADSData.py │ ├── test_common_base_properties.py │ ├── test_common_card_identifier.py │ ├── test_common_config.py │ ├── test_common_consolidated_logging.py │ ├── test_common_model_artifact_trainning_id.py │ ├── test_common_oci_resource.py │ ├── test_common_serializer.py │ ├── test_common_utils.py │ ├── test_files │ │ ├── archive.zip │ │ ├── archive │ │ │ ├── 1.txt │ │ │ └── tmp1 │ │ │ │ └── 2.txt │ │ └── config │ │ │ └── test_config │ ├── test_require_nonempty_arg.py │ └── test_work_request.py ├── data_labeling │ ├── __init__.py │ ├── data_label_test_files │ │ ├── document_document_1631762769846.jsonl │ │ ├── document_records_1631762769846.jsonl │ │ ├── empty.jsonl │ │ ├── fish.jpg │ │ ├── image_multi_label_records.jsonl │ │ ├── image_object_detection_records.jsonl │ │ ├── image_single_label_records.jsonl │ │ ├── screen.png │ │ ├── test.txt │ │ ├── text │ │ │ ├── 1_jd.txt │ │ │ └── 2_jd.txt │ │ ├── text_multi_label_records.jsonl │ │ ├── text_ner_records.jsonl │ │ ├── text_ner_records_with_metadata.jsonl │ │ └── text_single_label_records.jsonl │ ├── image_files │ │ ├── img1.jpeg │ │ └── img2.jpeg │ ├── test_data_labeling_boundingbox.py │ ├── test_data_labeling_data_labeling_service.py │ ├── test_data_labeling_image_visualizer.py │ ├── test_data_labeling_loader_file_loader.py │ ├── test_data_labeling_metadata.py │ ├── test_data_labeling_mixin_data_labeling.py │ ├── test_data_labeling_ner.py │ ├── test_data_labeling_parser_dls_record_parser.py │ ├── test_data_labeling_parser_metadata_parser.py │ ├── test_data_labeling_parser_record_parser.py │ ├── test_data_labeling_reader_dataset_reader.py │ ├── test_data_labeling_reader_dls_record_reader.py │ ├── test_data_labeling_reader_export_record_reader.py │ ├── test_data_labeling_reader_jsonl_reader.py │ ├── test_data_labeling_reader_metadata_reader.py │ ├── test_data_labeling_reader_record_reader.py │ ├── test_data_labeling_text_visualizer.py │ └── test_data_labeling_utils.py ├── feature_engineering │ ├── __init__.py │ ├── test_adsimage_image.py │ ├── test_adsimage_image_reader.py │ └── test_files │ │ ├── 001.jpg │ │ └── 002.jpg ├── feature_types │ ├── __init__.py │ ├── test_dataframe_accessor.py │ ├── test_default_feature_type_warnings.py │ ├── test_eda_feature_count.py │ ├── test_eda_mixin.py │ ├── test_feature_domain_schema.py │ ├── test_feature_stat.py │ ├── test_feature_type_manager.py │ ├── test_feature_types_mixin.py │ ├── test_feature_validator.py │ ├── test_feature_warning.py │ ├── test_files │ │ ├── with_version_field.json │ │ ├── with_version_field.yaml │ │ ├── without_version_field.json │ │ └── without_version_field.yaml │ ├── test_series_accessor.py │ └── test_statistical_metrics.py ├── jobs │ ├── __init__.py │ ├── test_files │ │ ├── job_archive │ │ │ ├── main.py │ │ │ ├── my_module.py │ │ │ ├── my_package │ │ │ │ ├── __init__.py │ │ │ │ ├── entrypoint.py │ │ │ │ ├── entrypoint_ads.py │ │ │ │ └── utils.py │ │ │ └── script.sh │ │ └── job_notebooks │ │ │ ├── exclude_check.ipynb │ │ │ └── notebook_with_error.ipynb │ ├── test_gpu_metrics.py │ ├── test_jobs_base.py │ ├── test_jobs_builders_base.py │ ├── test_jobs_container_runtime.py │ ├── test_jobs_dataflow.py │ ├── test_jobs_dscjob.py │ ├── test_jobs_env_var_parsing.py │ ├── test_jobs_git_driver.py │ ├── test_jobs_initialization.py │ ├── test_jobs_mount_file_system.py │ ├── test_jobs_python.py │ ├── test_jobs_pytorch_ddp.py │ ├── test_jobs_run.py │ ├── test_jobs_runtimes_artifact.py │ ├── test_jobs_serialization.py │ ├── test_jobs_serializer.py │ ├── test_jobs_tags.py │ └── test_jobs_validator.py ├── model │ ├── __init__.py │ ├── test_artifact_downloader.py │ ├── test_artifact_populate_metadata.py │ ├── test_artifact_uploader.py │ ├── test_datascience_model.py │ ├── test_files │ │ ├── metadata_test_artifact_test.json │ │ ├── model.pkl │ │ ├── model_artifacts.zip │ │ ├── model_artifacts │ │ │ ├── runtime.yaml │ │ │ └── score.py │ │ └── model_description.json │ ├── test_model_artifact.py │ ├── test_model_introspect.py │ ├── test_model_metadata.py │ ├── test_model_version_set.py │ ├── test_oci_datascience_model.py │ └── test_onnx_transformer.py ├── model_deployment │ ├── __init__.py │ ├── test_model_deployment.py │ ├── test_model_deployment_properties.py │ ├── test_model_deployment_v2.py │ └── test_oci_datascience_model_deployment.py ├── pipeline │ ├── __init__.py │ ├── artifact │ │ └── sample_pipeline.yaml │ ├── test_custom_script_step.py │ ├── test_pipeline.py │ ├── test_pipeline_run.py │ ├── test_pipeline_run_visualizer.py │ ├── test_pipeline_step.py │ ├── test_visualizer_base.py │ └── test_visualizer_text_visualizer.py ├── runtime_dependency │ ├── __init__.py │ ├── mock_package │ │ ├── __init__.py │ │ └── mock_module.py │ └── test_common_runtime_dependency.py ├── secret │ ├── __init__.py │ ├── test_secretkeeper.py │ ├── test_secretkeeper_adw.py │ ├── test_secretkeeper_auth_token.py │ ├── test_secretkeeper_bds.py │ ├── test_secretkeeper_mysqldb.py │ └── test_secretkeeper_oracledb.py ├── telemetry │ ├── __init__.py │ ├── test_agent.py │ ├── test_telemetry.py │ └── test_telemetry_client.py └── test_import.py └── with_extras ├── __init__.py ├── ads_string ├── __init__.py ├── test_ads_string.py └── test_ads_string_regex.py ├── aqua ├── __init__.py ├── test_cli.py ├── test_client.py ├── test_common_entities.py ├── test_common_handler.py ├── test_common_utils.py ├── test_config.py ├── test_data │ ├── __init__.py │ ├── config │ │ ├── evaluation_config.json │ │ └── evaluation_config_with_default_params.json │ ├── deployment │ │ ├── aqua_create_deployment.yaml │ │ ├── aqua_create_embedding_deployment.yaml │ │ ├── aqua_create_gguf_deployment.yaml │ │ ├── aqua_create_multi_deployment.yaml │ │ ├── aqua_deployment_response.json │ │ ├── aqua_deployment_shapes.json │ │ ├── aqua_finetuned_model.yaml │ │ ├── aqua_foundation_model.yaml │ │ ├── aqua_multi_model.yaml │ │ ├── aqua_multi_model_deployment_config.json │ │ ├── aqua_summary_multi_model.json │ │ ├── aqua_summary_multi_model_single.json │ │ ├── aqua_tei_byoc_embedding_model.yaml │ │ ├── deployment_config.json │ │ ├── deployment_gpu_config.json │ │ └── model_deployment_config_summary.json │ ├── finetuning │ │ └── ft_config.json │ ├── ui │ │ ├── buckets_list.json │ │ ├── capacity_reservations_list.json │ │ ├── compartments_list.json │ │ ├── container_index.json │ │ ├── experiments_list.json │ │ ├── job_shapes_list.json │ │ ├── log_groups_list.json │ │ ├── logs_list.json │ │ ├── modelversionsets_list.json │ │ ├── private_endpoints_list.json │ │ ├── resource_availability.json │ │ ├── root_compartment.json │ │ ├── subnets_list.json │ │ └── vcn_list.json │ └── valid_eval_artifact │ │ ├── report.html │ │ ├── report.json │ │ └── report.md ├── test_decorator.py ├── test_deployment.py ├── test_deployment_handler.py ├── test_evaluation.py ├── test_evaluation_handler.py ├── test_evaluation_service_config.py ├── test_finetuning.py ├── test_finetuning_handler.py ├── test_global.py ├── test_handlers.py ├── test_model.py ├── test_model_handler.py ├── test_ui.py ├── test_ui_handler.py ├── test_ui_websocket_handler.py ├── test_utils.py └── utils.py ├── autogen ├── __init__.py └── test_autogen_client.py ├── bds ├── __init__.py ├── bds │ ├── krb5.conf │ └── training.keytab ├── test_bds_auth.py └── test_bds_hive_connection.py ├── database ├── __init__.py ├── test_database_connection.py ├── test_mysql_db.py └── test_oracle_db.py ├── dataset ├── __init__.py ├── data │ └── orcl_attrition.csv ├── test_dataset_classification_dataset.py ├── test_dataset_correlation_plot.py ├── test_dataset_dataset.py └── test_dataset_target.py ├── evaluator ├── __init__.py ├── test_evaluations_evaluation_plot.py ├── test_evaluations_evaluator.py └── test_evaluator.py ├── feature_engineering ├── __init__.py └── test_feature_plot.py ├── feature_store ├── __init__.py ├── test_box_plot.py ├── test_dataset.py ├── test_dataset_job.py ├── test_entity.py ├── test_feature_group.py ├── test_feature_group_job.py ├── test_feature_store.py ├── test_feature_store_registrar.py ├── test_frequency_distribution.py ├── test_generic_feature_val.py ├── test_mixin_endpoints.py ├── test_oci_dataset.py ├── test_oci_dataset_job.py ├── test_oci_entity.py ├── test_oci_feature_group.py ├── test_oci_feature_group_job.py ├── test_oci_feature_store.py ├── test_oci_transformation.py ├── test_probability_distribution.py ├── test_query.py ├── test_top_k.py └── test_transformation.py ├── feature_types ├── __init__.py └── test_feature_types.py ├── hpo ├── __init__.py ├── customized_model.py ├── customized_scoring.py ├── test_hpo_distributions.py ├── test_hpo_search_cv.py ├── test_hpo_search_space.py └── test_hpo_stopping_criterion.py ├── jobs ├── __init__.py └── test_pytorch_ddp.py ├── langchain ├── __init__.py ├── chat_models │ ├── __init__.py │ └── test_oci_data_science.py ├── embeddings │ ├── __init__.py │ └── test_oci_model_deployment_endpoint.py ├── llms │ ├── __init__.py │ └── test_oci_model_deployment_endpoint.py ├── test_deploy.py ├── test_guardrails.py ├── test_serialization.py └── test_serializers.py ├── model ├── __init__.py ├── index.json ├── runtime.yaml ├── runtime_fail.yaml ├── schema_sample.yaml ├── score.py ├── test_artifact.py ├── test_env.yaml ├── test_env_info.py ├── test_files │ ├── custom_score.py │ ├── invalid_model_artifacts │ │ └── runtime.yaml │ ├── invalid_nested_model_artifacts │ │ ├── artifacts │ │ │ └── runtime.yaml │ │ └── score.py │ ├── nested_model_artifacts │ │ └── artifacts │ │ │ ├── runtime.yaml │ │ │ └── score.py │ ├── test.png │ └── valid_model_artifacts │ │ ├── runtime.yaml │ │ └── score.py ├── test_generic_model.py ├── test_metadata_provenance.py ├── test_model_common_utils.py ├── test_model_deployment.py ├── test_model_deployment_details.py ├── test_model_framework_embedding_onnx_model.py ├── test_model_framework_huggingface.py ├── test_model_framework_lightgbm_model.py ├── test_model_framework_pytorch_model.py ├── test_model_framework_sklearn_model.py ├── test_model_framework_spark_pipeline_model.py ├── test_model_framework_tensorflow_model.py ├── test_model_framework_xgboost_model.py ├── test_model_info_extractor.py ├── test_model_metadata_mixin.py ├── test_model_model_properties.py ├── test_model_provenance_details.py ├── test_runtime_info.py └── test_utils.py ├── opctl ├── __init__.py ├── test_files │ ├── dataflow_dataFlow.yaml │ ├── dataflow_dataFlowNotebook.yaml │ ├── job_container.yaml │ ├── job_gitPython.yaml │ ├── job_notebook.yaml │ ├── job_python.yaml │ ├── job_script.yaml │ ├── modeldeployment_conda.yaml │ ├── modeldeployment_container.yaml │ ├── pipeline_container.yaml │ ├── pipeline_gitPython.yaml │ ├── pipeline_notebook.yaml │ ├── pipeline_python.yaml │ └── pipeline_script.yaml ├── test_opctl_cmds.py ├── test_opctl_conda.py ├── test_opctl_config.py ├── test_opctl_core_site.py ├── test_opctl_core_site_cli.py ├── test_opctl_dataflow_backend.py ├── test_opctl_decorators.py ├── test_opctl_distributed_training.py ├── test_opctl_local_backend.py ├── test_opctl_local_model_deployment_backend.py ├── test_opctl_local_pipeline_backend.py ├── test_opctl_ml_job_backend.py ├── test_opctl_ml_pipeline_backend.py ├── test_opctl_model.py ├── test_opctl_model_deployment_backend.py └── test_opctl_utils.py ├── operator ├── __init__.py ├── feature-store │ ├── __init__.py │ ├── test_helm_helper_util.py │ ├── test_local_marketplace.py │ ├── test_marketplace_utils.py │ ├── test_operator_utils.py │ └── test_prerequisite_checker.py ├── forecast │ ├── __init__.py │ ├── benchmarks │ │ └── benchmark_datasets.py │ ├── bug_smash_test_suite.py │ ├── test_cmd.py │ ├── test_common_utils.py │ ├── test_model_arima.py │ ├── test_model_automlx.py │ ├── test_model_autots.py │ ├── test_model_base_model.py │ ├── test_model_factory.py │ ├── test_model_neural_prophet.py │ ├── test_model_prophet.py │ └── test_operator.py ├── pii │ ├── __init__.py │ ├── test_factory.py │ ├── test_files │ │ ├── __init__.py │ │ ├── pii_test.yaml │ │ └── test_data.csv │ ├── test_guardrail.py │ └── test_pii_scrubber.py ├── test_cmd.py ├── test_common_backend_factory.py ├── test_common_dictionary_merger.py ├── test_common_utils.py ├── test_files │ ├── Dockerfile.test │ ├── dataflow_dataflow.yaml │ ├── job_container.yaml │ ├── job_python.yaml │ ├── local_container.yaml │ ├── local_python.yaml │ └── test_operator │ │ └── MLoperator ├── test_operator_backend.py ├── test_operator_config.py ├── test_operator_loader.py ├── test_operator_yaml_generator.py └── test_runtime.py ├── pipeline ├── __init__.py └── test_pipeline_visualizer.py └── vault ├── __init__.py └── test_vault_vault.py /.github/ISSUE_TEMPLATE/config.yml: -------------------------------------------------------------------------------- 1 | blank_issues_enabled: false 2 | contact_links: 3 | - name: Check the docs 4 | url: https://accelerated-data-science.readthedocs.io/en/latest/ 5 | about: If you need help with your first steps with oracle-ads please check the docs. -------------------------------------------------------------------------------- /CODEOWNERS: -------------------------------------------------------------------------------- 1 | * @darenr @mayoor @mrDzurb @VipulMascarenhas @qiuosier @ahosler 2 | -------------------------------------------------------------------------------- /ads/aqua/client/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # Copyright (c) 2025 Oracle and/or its affiliates. 3 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 4 | -------------------------------------------------------------------------------- /ads/aqua/common/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/aqua/config/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /ads/aqua/config/evaluation/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /ads/aqua/config/utils/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /ads/aqua/evaluation/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | from ads.aqua.evaluation.evaluation import AquaEvaluationApp 7 | 8 | __all__ = ["AquaEvaluationApp"] 9 | -------------------------------------------------------------------------------- /ads/aqua/extension/models/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/ads/aqua/extension/models/__init__.py -------------------------------------------------------------------------------- /ads/aqua/finetuning/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*- 3 | # Copyright (c) 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | from ads.aqua.finetuning.finetuning import AquaFineTuningApp 6 | 7 | __all__ = ["AquaFineTuningApp"] 8 | -------------------------------------------------------------------------------- /ads/aqua/model/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | from ads.aqua.model.model import AquaModelApp 7 | 8 | __all__ = ["AquaModelApp"] 9 | -------------------------------------------------------------------------------- /ads/aqua/modeldeployment/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # Copyright (c) 2025 Oracle and/or its affiliates. 3 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 4 | from ads.aqua.modeldeployment.deployment import AquaDeploymentApp 5 | 6 | __all__ = ["AquaDeploymentApp"] 7 | -------------------------------------------------------------------------------- /ads/aqua/modeldeployment/constants.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # Copyright (c) 2024 Oracle and/or its affiliates. 3 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 4 | 5 | """ 6 | aqua.modeldeployment.constants 7 | ~~~~~~~~~~~~~~ 8 | 9 | This module contains constants used in Aqua Model Deployment. 10 | """ 11 | -------------------------------------------------------------------------------- /ads/aqua/server/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2025 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /ads/aqua/training/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*- 3 | # Copyright (c) 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /ads/automl/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2020, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | import logging 8 | 9 | logger = logging.getLogger(__name__) 10 | -------------------------------------------------------------------------------- /ads/bds/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/common/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2020, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | import logging 8 | 9 | logger = logging.getLogger(__name__) 10 | 11 | from ads.common import auth 12 | -------------------------------------------------------------------------------- /ads/common/artifact/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2020, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | 8 | import logging 9 | 10 | logger = logging.getLogger(__name__) 11 | -------------------------------------------------------------------------------- /ads/common/function/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/data_labeling/interface/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/data_labeling/loader/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/data_labeling/mixin/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/data_labeling/parser/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/data_labeling/reader/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/data_labeling/visualizer/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/database/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/dataset/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2020, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | 8 | import logging 9 | 10 | logger = logging.getLogger(__name__) 11 | -------------------------------------------------------------------------------- /ads/dataset/mixin/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/dbmixin/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/environment/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2020, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | import logging 8 | 9 | logger = logging.getLogger(__name__) 10 | -------------------------------------------------------------------------------- /ads/experiments/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2020, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | import logging 8 | 9 | logger = logging.getLogger(__name__) 10 | -------------------------------------------------------------------------------- /ads/experiments/capabilities.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/ads/experiments/capabilities.md -------------------------------------------------------------------------------- /ads/feature_engineering/accessor/__init__.py: 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# -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/feature_engineering/adsimage/interface/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/feature_engineering/adsstring/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | # The ADSString was moved to the feature_type folder. This INI file created for the back compatability 8 | -------------------------------------------------------------------------------- /ads/feature_engineering/dataset/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/feature_engineering/feature_type/adsstring/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 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Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/jobs/builders/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/jobs/builders/infrastructure/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | from .dsc_job import DataScienceJob 7 | 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Copyright (c) 2024, Oracle and/or its affiliates. All rights reserved. 2 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 3 | -------------------------------------------------------------------------------- /ads/llm/autogen/reports/__init__.py: -------------------------------------------------------------------------------- 1 | # Copyright (c) 2024, Oracle and/or its affiliates. All rights reserved. 2 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 3 | -------------------------------------------------------------------------------- /ads/llm/autogen/reports/templates/chat_box_lt.html: -------------------------------------------------------------------------------- 1 |
2 |
3 | {% include "chat_box.html" %} 4 |
5 |
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2 |
4 | {% include "chat_box.html" %} 5 |
6 |
-------------------------------------------------------------------------------- /ads/llm/autogen/v02/__init__.py: -------------------------------------------------------------------------------- 1 | # Copyright (c) 2024, Oracle and/or its affiliates. All rights reserved. 2 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 3 | 4 | from ads.llm.autogen.v02.client import LangChainModelClient, register_custom_client 5 | -------------------------------------------------------------------------------- /ads/llm/autogen/v02/log_handlers/__init__.py: -------------------------------------------------------------------------------- 1 | # Copyright (c) 2024, Oracle and/or its affiliates. All rights reserved. 2 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 3 | -------------------------------------------------------------------------------- /ads/llm/autogen/v02/loggers/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # Copyright (c) 2024, Oracle and/or its affiliates. All rights reserved. 3 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 4 | 5 | from ads.llm.autogen.v02.loggers.metric_logger import MetricLogger 6 | from ads.llm.autogen.v02.loggers.session_logger import SessionLogger 7 | -------------------------------------------------------------------------------- /ads/llm/guardrails/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/llm/langchain/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/llm/langchain/plugins/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/llm/langchain/plugins/chat_models/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/llm/langchain/plugins/embeddings/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2025 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /ads/llm/langchain/plugins/llms/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/llm/requirements.txt: -------------------------------------------------------------------------------- 1 | langchain>=0.3 2 | pydantic>=2,<3 3 | typing-extensions>=4.2.0 4 | -------------------------------------------------------------------------------- /ads/llm/serializers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/ads/llm/serializers/__init__.py -------------------------------------------------------------------------------- /ads/model/common/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2020, 2022 Oracle and its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/deployment/common/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/extractor/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/framework/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/model_artifact_boilerplate/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/model_artifact_boilerplate/artifact_introspection_test/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/model_artifact_boilerplate/artifact_introspection_test/requirements.txt: -------------------------------------------------------------------------------- 1 | pyyaml 2 | requests 3 | -------------------------------------------------------------------------------- /ads/model/model_artifact_boilerplate/runtime.yaml: -------------------------------------------------------------------------------- 1 | MODEL_ARTIFACT_VERSION: '3.0' 2 | MODEL_DEPLOYMENT: 3 | INFERENCE_CONDA_ENV: 4 | INFERENCE_ENV_PATH: 5 | INFERENCE_ENV_SLUG: 6 | INFERENCE_ENV_TYPE: 7 | INFERENCE_PYTHON_VERSION: 8 | -------------------------------------------------------------------------------- /ads/model/runtime/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/runtime/schemas/inference_env_info_schema.yaml: -------------------------------------------------------------------------------- 1 | INFERENCE_ENV_PATH: 2 | type: string 3 | required: true 4 | nullable: false 5 | INFERENCE_ENV_SLUG: 6 | type: string 7 | required: false 8 | nullable: true 9 | INFERENCE_ENV_TYPE: 10 | type: string 11 | required: false 12 | nullable: true 13 | INFERENCE_PYTHON_VERSION: 14 | type: string 15 | required: true 16 | nullable: false 17 | -------------------------------------------------------------------------------- /ads/model/runtime/schemas/training_env_info_schema.yaml: -------------------------------------------------------------------------------- 1 | TRAINING_ENV_PATH: 2 | type: string 3 | required: true 4 | nullable: true 5 | TRAINING_ENV_SLUG: 6 | type: string 7 | required: true 8 | nullable: true 9 | TRAINING_ENV_TYPE: 10 | type: string 11 | required: true 12 | nullable: true 13 | TRAINING_PYTHON_VERSION: 14 | type: string 15 | required: true 16 | nullable: true 17 | -------------------------------------------------------------------------------- /ads/model/serde/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/service/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/model/transformer/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/mysqldb/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/backend/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/backend/marketplace/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | import logging 8 | 9 | logger = logging.getLogger(__name__) 10 | -------------------------------------------------------------------------------- /ads/opctl/backend/marketplace/models/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/conda/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/conda/manifest_template.yaml: -------------------------------------------------------------------------------- 1 | manifest: 2 | name: "" 3 | description: "" 4 | version: "" 5 | slug: "" 6 | created_by: "" 7 | create_date: "" 8 | source: "" 9 | libraries: "" 10 | size_mb: "" 11 | python: "" 12 | arch_type: "" 13 | manifest_version: "" 14 | -------------------------------------------------------------------------------- /ads/opctl/config/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/config/diagnostics/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/config/yaml_parsers/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | from ads.opctl.config.yaml_parsers.base import YamlSpecParser 7 | from ads.opctl.config.yaml_parsers.distributed import DistributedSpecParser 8 | -------------------------------------------------------------------------------- /ads/opctl/config/yaml_parsers/distributed/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | from ads.opctl.config.yaml_parsers.distributed.yaml_parser import DistributedSpecParser 8 | -------------------------------------------------------------------------------- /ads/opctl/decorator/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2023 Oracle and its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/diagnostics/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/diagnostics/requirement_exception.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | 8 | class RequirementException(Exception): # pragma: no cover 9 | pass 10 | -------------------------------------------------------------------------------- /ads/opctl/distributed/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/distributed/common/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/docker/base-env.yaml: -------------------------------------------------------------------------------- 1 | channels: 2 | - nodefaults 3 | - conda-forge 4 | dependencies: 5 | - main::pip 6 | - main::python==3.8.16 7 | - main::PyYAML=5.4.1 8 | - main::cffi>=1.15.1 9 | - pip: 10 | - PyYAML==5.4.1 11 | - oci 12 | - oci-cli 13 | - conda-pack 14 | -------------------------------------------------------------------------------- /ads/opctl/docker/cuda.repo: -------------------------------------------------------------------------------- 1 | [cuda] 2 | name=cuda 3 | baseurl=http://developer.download.nvidia.com/compute/cuda/repos/rhel7/x86_64 4 | enabled=1 5 | gpgcheck=1 6 | gpgkey=file:///etc/pki/rpm-gpg/RPM-GPG-KEY-NVIDIA 7 | -------------------------------------------------------------------------------- /ads/opctl/docker/operator/.dockerignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/ads/opctl/docker/operator/.dockerignore -------------------------------------------------------------------------------- /ads/opctl/docker/operator/cuda.repo: -------------------------------------------------------------------------------- 1 | [cuda] 2 | name=cuda 3 | baseurl=http://developer.download.nvidia.com/compute/cuda/repos/rhel7/x86_64 4 | enabled=1 5 | gpgcheck=1 6 | gpgkey=file:///etc/pki/rpm-gpg/RPM-GPG-KEY-NVIDIA 7 | -------------------------------------------------------------------------------- /ads/opctl/docker/operator/environment.yaml: -------------------------------------------------------------------------------- 1 | name: operator 2 | channels: 3 | - conda-forge 4 | dependencies: 5 | - python=3.8 6 | - pip 7 | - pip: 8 | - "git+https://github.com/oracle/accelerated-data-science.git@feature/forecasting#egg=oracle-ads" 9 | -------------------------------------------------------------------------------- /ads/opctl/index.yaml: -------------------------------------------------------------------------------- 1 | hello-world: 2 | image: hello-world 3 | conda_slug: dataexpl_p37_cpu_v2 4 | -------------------------------------------------------------------------------- /ads/opctl/model/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/README.md: -------------------------------------------------------------------------------- 1 | ## ML Operator 2 | -------------- 3 | 4 | Welcome to ML operators. This readme will contain the instructions helping to configure and dispatch operators. 5 | -------------------------------------------------------------------------------- /ads/opctl/operator/common/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/anomaly/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/anomaly/environment.yaml: -------------------------------------------------------------------------------- 1 | name: Anomaly 2 | channels: 3 | - conda-forge 4 | dependencies: 5 | - python=3.8 6 | - pip 7 | - pip: 8 | - report-creator 9 | - cerberus 10 | - "oracle-ads[anomaly]" 11 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/anomaly/model/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/common/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/common/const.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | 8 | class DataColumns: 9 | Series = "Series" 10 | Date = "Date" 11 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/feature_store_marketplace/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/feature_store_marketplace/environment.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/ads/opctl/operator/lowcode/feature_store_marketplace/environment.yaml -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/feature_store_marketplace/models/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/forecast/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/forecast/model/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/forecast/whatifserve/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023, 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | 7 | from .deployment_manager import ModelDeploymentManager 8 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/pii/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/pii/model/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/recommender/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/operator/lowcode/recommender/environment.yaml: -------------------------------------------------------------------------------- 1 | name: recommender 2 | channels: 3 | - conda-forge 4 | dependencies: 5 | - python=3.9 6 | - pip 7 | - pip: 8 | - report-creator 9 | - oracle_ads[opctl] 10 | - plotly 11 | - scikit-surprise 12 | -------------------------------------------------------------------------------- /ads/opctl/operator/runtime/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/opctl/spark/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/oracledb/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/pipeline/builders/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/pipeline/builders/infrastructure/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/pipeline/schema/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/pipeline/visualizer/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/telemetry/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | from .telemetry import * 8 | -------------------------------------------------------------------------------- /ads/templates/dataflow_pyspark.jinja2: -------------------------------------------------------------------------------- 1 | import sys 2 | from pyspark import SparkConf, SparkContext 3 | from pyspark.sql import SQLContext 4 | 5 | def main(): 6 | spark = SparkContext() 7 | sql_context = SQLContext(spark) 8 | 9 | # insert your code here: 10 | {{script_str}} 11 | 12 | if __name__ == '__main__': 13 | main() 14 | -------------------------------------------------------------------------------- /ads/text_dataset/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /ads/type_discovery/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2020, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | import logging 8 | 9 | logger = logging.getLogger(__name__) 10 | -------------------------------------------------------------------------------- /ads/vault/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2021, 2022 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | from ads.vault.vault import Vault 8 | -------------------------------------------------------------------------------- /dev-requirements.txt: -------------------------------------------------------------------------------- 1 | # Do not add test dependencies here. Use pyproject.toml [project.optional-dependencies] 'testsuite' section. 2 | # Reason - it is flexible to specify different version for specific python 3 | -r test-requirements.txt 4 | -e ".[aqua,bds,data,geo,huggingface,llm,notebook,onnx,opctl,optuna,spark,tensorflow,text,torch,viz]" 5 | -e ".[testsuite]" -------------------------------------------------------------------------------- /docs/requirements.txt: -------------------------------------------------------------------------------- 1 | autodoc 2 | nbsphinx 3 | sphinx 4 | sphinxcontrib-napoleon 5 | sphinx_copybutton 6 | sphinx_code_tabs 7 | sphinx-autobuild 8 | sphinx-autorun 9 | oracle_ads 10 | furo 11 | IPython 12 | pandoc 13 | rstcheck 14 | restructuredtext_lint 15 | doc8 16 | -------------------------------------------------------------------------------- /docs/source/.gitignore: -------------------------------------------------------------------------------- 1 | _build 2 | 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Has to be called separately to avoid collision with thin client mode 7 | -------------------------------------------------------------------------------- /test-requirements-operators.txt: -------------------------------------------------------------------------------- 1 | -r test-requirements.txt 2 | -e ".[forecast]" 3 | -e ".[anomaly]" 4 | -e ".[recommender]" 5 | -e ".[feature-store-marketplace]" 6 | plotly 7 | pandas>=2.0.0 8 | protobuf==3.20.3 9 | -------------------------------------------------------------------------------- /test-requirements.txt: -------------------------------------------------------------------------------- 1 | # Include here only libraries required to run test methods, like mock, pytest, coverage etc. 2 | # Add dependencies for ADS to pyproject.toml [project.optional-dependencies] 'testsuite' section. 3 | -e . 4 | click 5 | coverage 6 | faker 7 | mock 8 | parameterized 9 | pip 10 | pytest 11 | pytest-cov 12 | pytest-xdist 13 | pytest-asyncio 14 | ruff 15 | setuptools 16 | -------------------------------------------------------------------------------- /tests/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -------------------------------------------------------------------------------- /tests/conftest.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2021, 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/integration/feature_store/test_data/credit_score_batch_1.csv: -------------------------------------------------------------------------------- 1 | user_id,date,credit_score 2 | c123006815,01/01/22,568 3 | c123006815,01/01/22,568 4 | c123006850,05/02/22,740 -------------------------------------------------------------------------------- /tests/integration/feature_store/test_data/credit_score_batch_2.csv: -------------------------------------------------------------------------------- 1 | user_id,date,credit_score 2 | c123006818,04/01/22,571 3 | c123006847,02/02/22,800 4 | c123006820,06/01/22,573 5 | c123006857,12/02/22,850 6 | c123006822,08/01/22,575 7 | c123006823,09/01/22,300 8 | c123006824,10/01/22,577 9 | -------------------------------------------------------------------------------- /tests/integration/fixtures/job_archive/my_module.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | def my_function_in_module(): 7 | print("This is a function in a module.") 8 | -------------------------------------------------------------------------------- /tests/integration/fixtures/job_archive/my_package/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -------------------------------------------------------------------------------- /tests/integration/fixtures/job_archive/my_package/utils.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | def my_function_in_package(): 7 | print("This is a function in a package.") -------------------------------------------------------------------------------- /tests/integration/fixtures/job_archive/script.sh: -------------------------------------------------------------------------------- 1 | echo "Hello World" 2 | -------------------------------------------------------------------------------- /tests/integration/fixtures/script_with_many_logs.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2022, 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | 7 | for i in range(2000): 8 | print(f"LOG: {i}") 9 | -------------------------------------------------------------------------------- /tests/integration/opctl/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/integration/opctl/opctl_tests_files/hello_world_test/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/integration/opctl/opctl_tests_files/hello_world_test/folder/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/integration/opctl/opctl_tests_files/hello_world_test/folder/test_mod.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | 7 | def test_import_nested(): 8 | print("This is an imported module from nested folder.") 9 | -------------------------------------------------------------------------------- /tests/integration/opctl/opctl_tests_files/hello_world_test/run.sh: -------------------------------------------------------------------------------- 1 | #!/bin/bash 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | python main.py 7 | -------------------------------------------------------------------------------- /tests/integration/opctl/opctl_tests_files/hello_world_test/test_mod.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | 7 | def test_import(): 8 | print("This is an imported module.") 9 | -------------------------------------------------------------------------------- /tests/integration/opctl/operator/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/integration/opctl/operator/forecast/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/integration/other/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/integration/other/hpo_tuner_test_files/customized_model.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2022, 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | from sklearn.ensemble import AdaBoostClassifier 7 | 8 | 9 | model = AdaBoostClassifier() 10 | -------------------------------------------------------------------------------- /tests/integration/other/model/image_files/dog.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/integration/other/model/image_files/dog.jpeg -------------------------------------------------------------------------------- /tests/integration/other/model/scripts/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # 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-*- coding: utf-8 -*- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/auth/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/catalog/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/common/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/common/test_files/archive.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/common/test_files/archive.zip -------------------------------------------------------------------------------- /tests/unitary/default_setup/common/test_files/archive/1.txt: -------------------------------------------------------------------------------- 1 | hello world 2 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/common/test_files/archive/tmp1/2.txt: -------------------------------------------------------------------------------- 1 | hello world 2 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/common/test_files/config/test_config: -------------------------------------------------------------------------------- 1 | [DEFAULT] 2 | some_key1 = some_value_1 3 | some_key2 = some_value_2 4 | 5 | [MY_PROFILE] 6 | some_key1 = some_value_11 7 | some_key2 = some_value_22 8 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/data_label_test_files/empty.jsonl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/data_labeling/data_label_test_files/empty.jsonl -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/data_label_test_files/fish.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/data_labeling/data_label_test_files/fish.jpg -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/data_label_test_files/screen.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/data_labeling/data_label_test_files/screen.png -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/data_label_test_files/test.txt: -------------------------------------------------------------------------------- 1 | test 2 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/data_label_test_files/text/1_jd.txt: -------------------------------------------------------------------------------- 1 | test 2 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/data_label_test_files/text/2_jd.txt: -------------------------------------------------------------------------------- 1 | test 2 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/image_files/img1.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/data_labeling/image_files/img1.jpeg -------------------------------------------------------------------------------- /tests/unitary/default_setup/data_labeling/image_files/img2.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/data_labeling/image_files/img2.jpeg -------------------------------------------------------------------------------- /tests/unitary/default_setup/feature_engineering/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/feature_engineering/test_files/001.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/feature_engineering/test_files/001.jpg -------------------------------------------------------------------------------- /tests/unitary/default_setup/feature_engineering/test_files/002.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/feature_engineering/test_files/002.jpg -------------------------------------------------------------------------------- /tests/unitary/default_setup/feature_types/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/jobs/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/jobs/test_files/job_archive/my_module.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | def my_function_in_module(): 7 | print("This is a function in a module.") 8 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/jobs/test_files/job_archive/my_package/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ -------------------------------------------------------------------------------- /tests/unitary/default_setup/jobs/test_files/job_archive/my_package/utils.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | def my_function_in_package(): 7 | print("This is a function in a package.") -------------------------------------------------------------------------------- /tests/unitary/default_setup/jobs/test_files/job_archive/script.sh: -------------------------------------------------------------------------------- 1 | echo "Hello World" 2 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/model/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/model/test_files/metadata_test_artifact_test.json: -------------------------------------------------------------------------------- 1 | { 2 | "type": "metadata_test_artifact_files", 3 | "version": "1.0" 4 | } 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/model/test_files/model.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/model/test_files/model.pkl -------------------------------------------------------------------------------- /tests/unitary/default_setup/model/test_files/model_artifacts.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/default_setup/model/test_files/model_artifacts.zip -------------------------------------------------------------------------------- /tests/unitary/default_setup/model_deployment/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/pipeline/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/runtime_dependency/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/runtime_dependency/mock_package/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2021, 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | 7 | def mock_package_function(): 8 | return "mock_package_function" 9 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/runtime_dependency/mock_package/mock_module.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2021, 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | 7 | def mock_module_function(): 8 | return "mock_module_function" 9 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/secret/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/default_setup/telemetry/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/ads_string/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/aqua/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/aqua/test_data/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2024 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/aqua/test_data/config/evaluation_config_with_default_params.json: -------------------------------------------------------------------------------- 1 | { 2 | "kind": "evaluation_service_config", 3 | "ui_config": { 4 | "metrics": [], 5 | "model_params": { 6 | "default": {} 7 | }, 8 | "shapes": [] 9 | }, 10 | "version": "1.0" 11 | } 12 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/aqua/test_data/deployment/model_deployment_config_summary.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/with_extras/aqua/test_data/deployment/model_deployment_config_summary.json -------------------------------------------------------------------------------- /tests/unitary/with_extras/aqua/test_data/ui/resource_availability.json: -------------------------------------------------------------------------------- 1 | { 2 | "available": 2, 3 | "effective_quota_value": null, 4 | "fractional_availability": 2.0, 5 | "fractional_usage": 1.0, 6 | "used": 1 7 | } 8 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/aqua/test_data/valid_eval_artifact/report.html: -------------------------------------------------------------------------------- 1 | This is a sample evaluation report.html. 2 | Standard deviation (σ) 3 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/aqua/test_data/valid_eval_artifact/report.md: -------------------------------------------------------------------------------- 1 | |Metric|Score|Grade| 2 | |:---:|:---|:---| 3 | |BERTScore|Median F1: **0.598** (SD: 0.017)|**Poor**, There is significant room for improvement, either in the model's ability to generalize from its training data or in the data itself (e.g., it might be imbalanced or noisy)| 4 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/autogen/__init__.py: -------------------------------------------------------------------------------- 1 | # coding: utf-8 2 | # Copyright (c) 2016, 2024, Oracle and/or its affiliates. All rights reserved. 3 | # This software is dual-licensed to you under the Universal Permissive License (UPL) 1.0 as shown at https://oss.oracle.com/licenses/upl or Apache License 2.0 as shown at http://www.apache.org/licenses/LICENSE-2.0. You may choose either license. 4 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/bds/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/bds/bds/training.keytab: -------------------------------------------------------------------------------- 1 | fake -------------------------------------------------------------------------------- /tests/unitary/with_extras/database/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/dataset/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/evaluator/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/feature_engineering/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/feature_store/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/with_extras/feature_store/__init__.py -------------------------------------------------------------------------------- /tests/unitary/with_extras/feature_types/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/hpo/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/hpo/customized_model.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2021, 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | 6 | from sklearn.ensemble import AdaBoostClassifier 7 | 8 | model = AdaBoostClassifier() 9 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/jobs/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/langchain/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/langchain/chat_models/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/with_extras/langchain/chat_models/__init__.py -------------------------------------------------------------------------------- /tests/unitary/with_extras/langchain/embeddings/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8 -*-- 3 | 4 | # Copyright (c) 2025 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/langchain/llms/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/with_extras/langchain/llms/__init__.py -------------------------------------------------------------------------------- /tests/unitary/with_extras/model/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/model/schema_sample.yaml: -------------------------------------------------------------------------------- 1 | NOT_REQUIRED: 2 | type: string 3 | required: false 4 | REQUIRED_NULLABLE: 5 | type: string 6 | required: true 7 | nullable: true 8 | REQUIRED_NOT_NULLABLE: 9 | type: string 10 | required: true 11 | nullable: false 12 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/model/test_files/custom_score.py: -------------------------------------------------------------------------------- 1 | # THIS IS A CUSTOM SCORE.PY 2 | 3 | model_name = "model.pkl" 4 | 5 | 6 | def load_model(model_file_name=model_name): 7 | return model_file_name 8 | 9 | 10 | def predict(data, model=load_model()): 11 | return {"prediction": "This is a custom score.py."} 12 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/model/test_files/test.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/oracle/accelerated-data-science/1024cca35a92c5b38fa4c7d6ca06041c0d592a9a/tests/unitary/with_extras/model/test_files/test.png -------------------------------------------------------------------------------- /tests/unitary/with_extras/opctl/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/feature-store/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2024 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/forecast/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/forecast/bug_smash_test_suite.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | 8 | class BugSmashTestSuite: 9 | """Tests the bugs defined here.""" 10 | 11 | pass 12 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/forecast/test_model_arima.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | 8 | class TestArimaOperatorModel: 9 | """Tests the arima operator model class.""" 10 | 11 | pass 12 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/forecast/test_model_prophet.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | 8 | class TestProphetOperatorModel: 9 | """Tests the prophet operator model class.""" 10 | 11 | pass 12 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/forecast/test_operator.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | # -*- coding: utf-8; -*- 3 | 4 | # Copyright (c) 2023 Oracle and/or its affiliates. 5 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 6 | 7 | 8 | class TestOperator: 9 | """Tests common methods of the forecast operator module.""" 10 | 11 | pass 12 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/pii/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/pii/test_files/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/pii/test_files/pii_test.yaml: -------------------------------------------------------------------------------- 1 | kind: operator 2 | spec: 3 | detectors: 4 | - action: anonymize 5 | name: default.phone 6 | - action: mask 7 | name: default.text_blob_name 8 | input_data: 9 | url: ./test_data.csv 10 | output_directory: 11 | url: ./test_result/ 12 | target_column: text 13 | type: pii 14 | version: v1 15 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/pii/test_files/test_data.csv: -------------------------------------------------------------------------------- 1 | id,text 2 | 00001cee341fdb12,"Hi, this is John Doe, my number is (805) 555-1234." 3 | 00097b6214686db5,"John has a beautiful puppy." 4 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/test_files/Dockerfile.test: -------------------------------------------------------------------------------- 1 | FROM baseImage 2 | RUN echo "This is a message" 3 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/test_files/local_python.yaml: -------------------------------------------------------------------------------- 1 | # This YAML specification was auto generated by the `ads opctl init` command. 2 | # The more details about the jobs YAML specification can be found in the ADS documentation: 3 | # https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html 4 | 5 | kind: operator.local 6 | spec: null 7 | type: python 8 | version: v1 9 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/operator/test_files/test_operator/MLoperator: -------------------------------------------------------------------------------- 1 | type: example 2 | version: v1 3 | name: Example Operator 4 | conda_type: published 5 | conda: example_v1 6 | gpu: no 7 | keywords: 8 | - Example Operator 9 | backends: 10 | - job 11 | - dataflow 12 | description: | 13 | Description for the operator 14 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/pipeline/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | -------------------------------------------------------------------------------- /tests/unitary/with_extras/vault/__init__.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | 3 | # Copyright (c) 2023 Oracle and/or its affiliates. 4 | # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/ 5 | --------------------------------------------------------------------------------